{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "44c53274-f6eb-4f72-9cf3-9d37b347784e",
   "metadata": {},
   "source": [
    "<div align='center'>\n",
    "    <a href=\"https://ibb.co/xsL9MKM\"><img src=\"https://i.ibb.co/3sd6050/red-wine-blends-FT-MAG1116-2000-4f3c3e91bcd646ea8a21f2152746ef53.jpg\" alt=\"red-wine-blends-FT-MAG1116-2000-4f3c3e91bcd646ea8a21f2152746ef53\" border=\"0\"></a>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d0046fc-d111-4433-907f-0252f4b0b243",
   "metadata": {},
   "source": [
    "# Project Content <a id=0></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb242bea-0184-459b-832c-7c2bb6a8e70c",
   "metadata": {},
   "source": [
    "* 1. [Introduction](#1)\n",
    "    * 1.1 [About Dataset](#1.1)\n",
    "    * 1.2 [How is the quality of a Wine Checked and Determined?](#1.2)\n",
    "* 2. [First Steps](#2)\n",
    "    * 2.1 [Loading Necessary Libraryes](#2.1)\n",
    "    * 2.2 [Loading The Dataset](#2.2)\n",
    "    * 2.3 [Understading The Variables](#2.3)\n",
    "* 3. [Exploring Dataset](#3)\n",
    "    * 3.1 [Initial Assessment](#3.1)\n",
    "        * 3.1.1 [Analysis Output](#3.1.1)\n",
    "    * 3.2 [Statistical Summary](#3.2)\n",
    "        * 3.2.1 [Analysis Output](#3.2.1)\n",
    "* 4. [Exploratory Data Analysis](#4)\n",
    "    * 4.1 [Viualizing Relationship Between Target And Other Variables](#4.1)\n",
    "    * 4.2 [Variable's Distribution](#4.2)\n",
    "        * 4.2.1 [Analysis Output](#4.2.1)\n",
    "    * 4.3 [Correlation](#4.3)\n",
    "        * 4.3.1 [Analysis Output](#4.3.1)\n",
    "* 5. [Preparing For Modelling](#5)\n",
    "    * 5.1 [Target Variable Categorization](#5.1)\n",
    "    * 5.2 [Label Encoding](#5.2)\n",
    "* 6. [Modelling](#6)\n",
    "    * 6.1 [SVC](#6.1)\n",
    "        * 6.1.1 [Hyperparameter Optimization for SVC](#6.1.1)\n",
    "    * 6.2 [RandomForest](#6.2)\n",
    "        * 6.2.1 [Corss Validation Score for RandomForest](#6.2.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "425d39da-6023-4021-8849-d229e3254591",
   "metadata": {},
   "source": [
    "______________________"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b54164d-f2c5-42ac-aae2-9950ef30a5cf",
   "metadata": {},
   "source": [
    "# 1. Introduction <a id=1></a>\n",
    "[Go To Project Content](#0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3353c4f7-f5af-4786-ab0c-7c93b378d8c7",
   "metadata": {},
   "source": [
    "## 1.1 About Dataset <a id=1.1></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dcafcd6-2247-4fb2-b4ce-caefce8b3f97",
   "metadata": {},
   "source": [
    "\r\n",
    "The two datasets are related to red and white variants of the Portuguese \"Vinho Verde\" wine. For more details, consult the reference [Cortez et al., 2009]. Due to privacy and logistic issues, only physicochemical (inputs) and sensory (the output) variables are available (e.g. there is no data about grape types, wine brand, wine selling price, etc.).\r\n",
    "\r\n",
    "These datasets can be viewed as classification or regression tasks. The classes are ordered and not balanced (e.g. there are much more normal wines than excellent or poor one  \n",
    "\n",
    "[Source](https://www.kaggle.com/datasets/uciml/red-wine-quality-cortez-et-al-2009)s)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "017ee016-5f21-4c03-a276-e332422230e8",
   "metadata": {},
   "source": [
    "## 1.2 How is the quality of a Wine Checked and Determined? <a id=1.2></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c94fe7e-1df9-471d-aac1-f90c5b77028f",
   "metadata": {},
   "source": [
    "The quality of red wine is determined by various factors, including sensory characteristics, chemical composition, and production processes. Here are some key factors that contribute to determining the quality of red wine:\r\n",
    "\r\n",
    "1. **Taste and Aroma**: \r\n",
    "   - The taste and aroma profile of red wine play a significant role in its quality. This includes factors such as sweetness, acidity, tannins, body, and complexity. A high-quality red wine typically exhibits a balanced and harmonious combination of these elements.\r\n",
    "\r\n",
    "2. **Color and Clarity**:\r\n",
    "   - The color of red wine can provide insights into its age, grape variety, and winemaking techniques. Quality red wines often have deep and vibrant colors, indicating proper ripeness of the grapes and careful processing. Clarity is also important, with high-quality wines being clear and free from sediments.\r\n",
    "\r\n",
    "3. **Balance and Structure**:\r\n",
    "   - Balance refers to the harmony between various components of the wine, such as acidity, sweetness, tannins, and alcohol. A well-balanced red wine has these components in proper proportion, resulting in a pleasing drinking experience. Structure refers to the overall framework of the wine, including its texture, mouthfeel, and finish.\r\n",
    "\r\n",
    "4. **Grape Variety and Terroir**:\r\n",
    "   - The grape variety used to produce the wine and the characteristics of the terroir (soil, climate, and geography) significantly influence the quality of red wine. Certain grape varieties, such as Cabernet Sauvignon, Merlot, Pinot Noir, and Syrah, are associated with high-quality red wines. Additionally, wines produced from grapes grown in renowned wine regions with favorable terroir conditions often command higher quality.\r\n",
    "\r\n",
    "5. **Winemaking Techniques**:\r\n",
    "   - The winemaking process, including grape selection, fermentation, aging, and blending, greatly impacts the quality of red wine. Careful attention to detail and adherence to traditional or innovative winemaking techniques can enhance the complexity and character of the final product.\r\n",
    "\r\n",
    "6. **Ageability**:\r\n",
    "   - High-quality red wines typically have the potential to age gracefully over time, developing additional complexity and depth of flavor with proper cellaring. The ability of a wine to improve with age is influenced by its inherent structure, acidity, tannins, and balance.\r\n",
    "\r\n",
    "7. **Expert and Consumer Ratings**:\r\n",
    "   - Wine critics, sommeliers, and wine enthusiasts often provide ratings and reviews of red wines based on their sensory evaluations. These ratings, along with consumer feedback and preferences, can serve as indicators of a wine'he quality of red wine."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40d5bc4e-28b7-4ef2-9fb6-d4b0d1b207b0",
   "metadata": {},
   "source": [
    "# 2. First Steps <a id=2></a>\n",
    "[Go To Project Content](#0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae0558f5-c6a3-4b93-a25d-82d1722d32ce",
   "metadata": {},
   "source": [
    "## 2.1 Loading Necessary Libraries <a id=2.1></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "4c51b86d-0463-4f7d-a361-be586b74bf27",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8b49f9e-27da-4be8-a1b0-a8706ded2a41",
   "metadata": {},
   "source": [
    "## 2.2 Loading The Dataset <a id=2.2></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "22c1fd9c-e997-4ce6-ae03-e50cb03b41b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('winequality-red.csv', delimiter=';')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec4dfd7f-3ecc-4c3d-93f4-c2928d992b0a",
   "metadata": {},
   "source": [
    "## 2.3 Understanding The Varibales <a id=2.3></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "314cc262-cad3-481a-a2e3-f2c4a0647d3c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1599 entries, 0 to 1598\n",
      "Data columns (total 12 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   fixed acidity         1599 non-null   float64\n",
      " 1   volatile acidity      1599 non-null   float64\n",
      " 2   citric acid           1599 non-null   float64\n",
      " 3   residual sugar        1599 non-null   float64\n",
      " 4   chlorides             1599 non-null   float64\n",
      " 5   free sulfur dioxide   1599 non-null   float64\n",
      " 6   total sulfur dioxide  1599 non-null   float64\n",
      " 7   density               1599 non-null   float64\n",
      " 8   pH                    1599 non-null   float64\n",
      " 9   sulphates             1599 non-null   float64\n",
      " 10  alcohol               1599 non-null   float64\n",
      " 11  quality               1599 non-null   int64  \n",
      "dtypes: float64(11), int64(1)\n",
      "memory usage: 150.0 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12842644-e0f6-4d64-8d18-5b0b6b33af1d",
   "metadata": {},
   "source": [
    "| Variable              | Description                                                                           |\r\n",
    "|-----------------------|---------------------------------------------------------------------------------------|\r\n",
    "| fixed acidity         | The amount of non-volatile acids present in the wine.                                  |\r\n",
    "| volatile acidity      | The amount of volatile acids (e.g., acetic acid) present in the wine.                  |\r\n",
    "| citric acid           | The amount of citric acid present in the wine.                                         |\r\n",
    "| residual sugar        | The amount of sugar remaining in the wine after fermentation.                           |\r\n",
    "| chlorides             | The amount of chlorides (salts) present in the wine.                                   |\r\n",
    "| free sulfur dioxide   | The concentration of free sulfur dioxide (SO2) in the wine.                             |\r\n",
    "| total sulfur dioxide  | The total concentration of sulfur dioxide (free + bound) in the wine.                   |\r\n",
    "| density               | The density of the wine, typically measured in grams per milliliter (g/mL).            |\r\n",
    "| pH                    | The pH level of the wine, indicating its acidity or alkalinity.                         |\r\n",
    "| sulphates             | The concentration of sulfates (sulfur-containing compounds) in the wine.                |\r\n",
    "| alcohol               | The alcohol by volume (ABV) percentage of the wine.                                     |\r\n",
    "| quality               | An integer rating assigned to each wine sample, typically ranging from 3 to 8.           |\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d08daa8f-5c40-4687-87c5-35e1bb5b695a",
   "metadata": {},
   "source": [
    "# 3. Exploring Dataset <a id=3></a>\n",
    "[Go To Project Content](#0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5f3be5a-3d00-40b8-8903-89086b98cb61",
   "metadata": {},
   "source": [
    "## 3.1 Initial Assessment <a id=3.1></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "91b60027-7720-448d-ad2b-5cdd941eb497",
   "metadata": {},
   "outputs": [
    {
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       "      <th>fixed acidity</th>\n",
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       "      <th>citric acid</th>\n",
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       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9978</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
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       "      <td>2.6</td>\n",
       "      <td>0.098</td>\n",
       "      <td>25.0</td>\n",
       "      <td>67.0</td>\n",
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       "      <td>3.20</td>\n",
       "      <td>0.68</td>\n",
       "      <td>9.8</td>\n",
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       "   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
       "0            7.4              0.70          0.0             1.9      0.076   \n",
       "1            7.8              0.88          0.0             2.6      0.098   \n",
       "\n",
       "   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
       "0                 11.0                  34.0   0.9978  3.51       0.56   \n",
       "1                 25.0                  67.0   0.9968  3.20       0.68   \n",
       "\n",
       "   alcohol  quality  \n",
       "0      9.4        5  \n",
       "1      9.8        5  "
      ]
     },
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    "df.head(2)"
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1599 entries, 0 to 1598\n",
      "Data columns (total 12 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   fixed acidity         1599 non-null   float64\n",
      " 1   volatile acidity      1599 non-null   float64\n",
      " 2   citric acid           1599 non-null   float64\n",
      " 3   residual sugar        1599 non-null   float64\n",
      " 4   chlorides             1599 non-null   float64\n",
      " 5   free sulfur dioxide   1599 non-null   float64\n",
      " 6   total sulfur dioxide  1599 non-null   float64\n",
      " 7   density               1599 non-null   float64\n",
      " 8   pH                    1599 non-null   float64\n",
      " 9   sulphates             1599 non-null   float64\n",
      " 10  alcohol               1599 non-null   float64\n",
      " 11  quality               1599 non-null   int64  \n",
      "dtypes: float64(11), int64(1)\n",
      "memory usage: 150.0 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "30247768-4808-4fa5-8bbd-4e3fd2143816",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1599, 12)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "970363bb-75c1-4492-bb77-b5a27385e461",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "fixed acidity           0\n",
       "volatile acidity        0\n",
       "citric acid             0\n",
       "residual sugar          0\n",
       "chlorides               0\n",
       "free sulfur dioxide     0\n",
       "total sulfur dioxide    0\n",
       "density                 0\n",
       "pH                      0\n",
       "sulphates               0\n",
       "alcohol                 0\n",
       "quality                 0\n",
       "dtype: int64"
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     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a515959-904d-4164-9660-c452f7247fb0",
   "metadata": {},
   "source": [
    "### 3.1.1 Analysis Output <a id=3.1.1></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fafd494-0cb2-4c7f-8e81-d398efdaf564",
   "metadata": {},
   "source": [
    "\n",
    "\r\n",
    "1. **Null Values**:\r\n",
    "   - There are no null values in any of the columns. Each column has 1599 non-null entries, indicating that the dataset is complete with no missing value\n",
    "s.\r\n",
    "\r\n",
    "2. **Data Type    s**:\r\n",
    "   - All columns have numeric data types. Specifically, 11 columns have float64 data type, representing continuous numerical variables, and 1 column has int64 data type, representing discrete numerical vara processing and analysis.able."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efd51bbf-7dad-44ae-b1bf-39d5c0ba04af",
   "metadata": {},
   "source": [
    "## 3.2 Statistical Summary <a id=3.2></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "f2916190-6bf9-4ebb-a10b-347b7e73b6bf",
   "metadata": {},
   "outputs": [
    {
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       "      <th>count</th>\n",
       "      <th>mean</th>\n",
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       "      <th>min</th>\n",
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       "      <th>fixed acidity</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>8.319637</td>\n",
       "      <td>1.741096</td>\n",
       "      <td>4.60000</td>\n",
       "      <td>7.1000</td>\n",
       "      <td>7.90000</td>\n",
       "      <td>9.200000</td>\n",
       "      <td>15.90000</td>\n",
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       "    <tr>\n",
       "      <th>volatile acidity</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>0.527821</td>\n",
       "      <td>0.179060</td>\n",
       "      <td>0.12000</td>\n",
       "      <td>0.3900</td>\n",
       "      <td>0.52000</td>\n",
       "      <td>0.640000</td>\n",
       "      <td>1.58000</td>\n",
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       "    <tr>\n",
       "      <th>citric acid</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>0.270976</td>\n",
       "      <td>0.194801</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0900</td>\n",
       "      <td>0.26000</td>\n",
       "      <td>0.420000</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>residual sugar</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>2.538806</td>\n",
       "      <td>1.409928</td>\n",
       "      <td>0.90000</td>\n",
       "      <td>1.9000</td>\n",
       "      <td>2.20000</td>\n",
       "      <td>2.600000</td>\n",
       "      <td>15.50000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chlorides</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>0.087467</td>\n",
       "      <td>0.047065</td>\n",
       "      <td>0.01200</td>\n",
       "      <td>0.0700</td>\n",
       "      <td>0.07900</td>\n",
       "      <td>0.090000</td>\n",
       "      <td>0.61100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>15.874922</td>\n",
       "      <td>10.460157</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>7.0000</td>\n",
       "      <td>14.00000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>72.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>46.467792</td>\n",
       "      <td>32.895324</td>\n",
       "      <td>6.00000</td>\n",
       "      <td>22.0000</td>\n",
       "      <td>38.00000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>289.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>density</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>0.996747</td>\n",
       "      <td>0.001887</td>\n",
       "      <td>0.99007</td>\n",
       "      <td>0.9956</td>\n",
       "      <td>0.99675</td>\n",
       "      <td>0.997835</td>\n",
       "      <td>1.00369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pH</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>3.311113</td>\n",
       "      <td>0.154386</td>\n",
       "      <td>2.74000</td>\n",
       "      <td>3.2100</td>\n",
       "      <td>3.31000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>4.01000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sulphates</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>0.658149</td>\n",
       "      <td>0.169507</td>\n",
       "      <td>0.33000</td>\n",
       "      <td>0.5500</td>\n",
       "      <td>0.62000</td>\n",
       "      <td>0.730000</td>\n",
       "      <td>2.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alcohol</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>10.422983</td>\n",
       "      <td>1.065668</td>\n",
       "      <td>8.40000</td>\n",
       "      <td>9.5000</td>\n",
       "      <td>10.20000</td>\n",
       "      <td>11.100000</td>\n",
       "      <td>14.90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quality</th>\n",
       "      <td>1599.0</td>\n",
       "      <td>5.636023</td>\n",
       "      <td>0.807569</td>\n",
       "      <td>3.00000</td>\n",
       "      <td>5.0000</td>\n",
       "      <td>6.00000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>8.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       count       mean        std      min      25%  \\\n",
       "fixed acidity         1599.0   8.319637   1.741096  4.60000   7.1000   \n",
       "volatile acidity      1599.0   0.527821   0.179060  0.12000   0.3900   \n",
       "citric acid           1599.0   0.270976   0.194801  0.00000   0.0900   \n",
       "residual sugar        1599.0   2.538806   1.409928  0.90000   1.9000   \n",
       "chlorides             1599.0   0.087467   0.047065  0.01200   0.0700   \n",
       "free sulfur dioxide   1599.0  15.874922  10.460157  1.00000   7.0000   \n",
       "total sulfur dioxide  1599.0  46.467792  32.895324  6.00000  22.0000   \n",
       "density               1599.0   0.996747   0.001887  0.99007   0.9956   \n",
       "pH                    1599.0   3.311113   0.154386  2.74000   3.2100   \n",
       "sulphates             1599.0   0.658149   0.169507  0.33000   0.5500   \n",
       "alcohol               1599.0  10.422983   1.065668  8.40000   9.5000   \n",
       "quality               1599.0   5.636023   0.807569  3.00000   5.0000   \n",
       "\n",
       "                           50%        75%        max  \n",
       "fixed acidity          7.90000   9.200000   15.90000  \n",
       "volatile acidity       0.52000   0.640000    1.58000  \n",
       "citric acid            0.26000   0.420000    1.00000  \n",
       "residual sugar         2.20000   2.600000   15.50000  \n",
       "chlorides              0.07900   0.090000    0.61100  \n",
       "free sulfur dioxide   14.00000  21.000000   72.00000  \n",
       "total sulfur dioxide  38.00000  62.000000  289.00000  \n",
       "density                0.99675   0.997835    1.00369  \n",
       "pH                     3.31000   3.400000    4.01000  \n",
       "sulphates              0.62000   0.730000    2.00000  \n",
       "alcohol               10.20000  11.100000   14.90000  \n",
       "quality                6.00000   6.000000    8.00000  "
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0dbe5b6-74dd-4b5d-b765-6344a3231de9",
   "metadata": {},
   "source": [
    "### 3.2.1 Analysis Output <a id=3.2.1></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e3123a4-6175-46a3-bc90-b622ee1f1573",
   "metadata": {},
   "source": [
    "\n",
    "\r\n",
    "1. **Fixed Acidity**:\r\n",
    "   - Mean: 8.32\r\n",
    "   - Standard Deviation: 1.74\r\n",
    "   - Minimum: 4.60\r\n",
    "   - 25th Percentile: 7.10\r\n",
    "   - Median: 7.90\r\n",
    "   - 75th Percentile: 9.20\r\n",
    "   - Maximum: 15.90\r\n",
    "   - Interpretation: The fixed acidity of the wines ranges from 4.60 to 15.90, with an average around 8.32. There is moderate variability in fixed acidity, as indicated by the standard deviation of 1.74.\r\n",
    "\r\n",
    "2. **Volatile Acidity**:\r\n",
    "   - Mean: 0.53\r\n",
    "   - Standard Deviation: 0.18\r\n",
    "   - Minimum: 0.12\r\n",
    "   - 25th Percentile: 0.39\r\n",
    "   - Median: 0.52\r\n",
    "   - 75th Percentile: 0.64\r\n",
    "   - Maximum: 1.58\r\n",
    "   - Interpretation: The volatile acidity of the wines ranges from 0.12 to 1.58, with an average around 0.53. There is relatively low variability in volatile acidity, as indicated by the standard deviation of 0.18.\r\n",
    "\r\n",
    "3. **Citric Acid**:\r\n",
    "   - Mean: 0.27\r\n",
    "   - Standard Deviation: 0.19\r\n",
    "   - Minimum: 0.00\r\n",
    "   - 25th Percentile: 0.09\r\n",
    "   - Median: 0.26\r\n",
    "   - 75th Percentile: 0.42\r\n",
    "   - Maximum: 1.00\r\n",
    "   - Interpretation: The citric acid content of the wines ranges from 0.00 to 1.00, with an average around 0.27. There is moderate variability in citric acid content, as indicated by the standard deviation of 0.19.\r\n",
    "\r\n",
    "4. **Residual Sugar**:\r\n",
    "   - Mean: 2.54\r\n",
    "   - Standard Deviation: 1.41\r\n",
    "   - Minimum: 0.90\r\n",
    "   - 25th Percentile: 1.90\r\n",
    "   - Median: 2.20\r\n",
    "   - 75th Percentile: 2.60\r\n",
    "   - Maximum: 15.50\r\n",
    "   - Interpretation: The residual sugar content of the wines ranges from 0.90 to 15.50, with an average around 2.54. There is considerable variability in residual sugar content, as indicated by the standard deviation of 1.41.\r\n",
    "\r\n",
    "5. **Chlorides**:\r\n",
    "   - Mean: 0.09\r\n",
    "   - Standard Deviation: 0.05\r\n",
    "   - Minimum: 0.01\r\n",
    "   - 25th Percentile: 0.07\r\n",
    "   - Median: 0.08\r\n",
    "   - 75th Percentile: 0.09\r\n",
    "   - Maximum: 0.61\r\n",
    "   - Interpretation: The chloride content of the wines ranges from 0.01 to 0.61, with an average around 0.09. There is moderate variability in chloride content, as indicated by the standard deviation of 0.05.\r\n",
    "\r\n",
    "6. **Free Sulfur Dioxide**:\r\n",
    "   - Mean: 15.87\r\n",
    "   - Standard Deviation: 10.46\r\n",
    "   - Minimum: 1.00\r\n",
    "   - 25th Percentile: 7.00\r\n",
    "   - Median: 14.00\r\n",
    "   - 75th Percentile: 21.00\r\n",
    "   - Maximum: 72.00\r\n",
    "   - Interpretation: The free sulfur dioxide concentration of the wines ranges from 1.00 to 72.00, with an average around 15.87. There is considerable variability in free sulfur dioxide concentration, as indicated by the standard deviation of 10.46.\r\n",
    "\r\n",
    "7. **Total Sulfur Dioxide**:\r\n",
    "   - Mean: 46.47\r\n",
    "   - Standard Deviation: 32.90\r\n",
    "   - Minimum: 6.00\r\n",
    "   - 25th Percentile: 22.00\r\n",
    "   - Median: 38.00\r\n",
    "   - 75th Percentile: 62.00\r\n",
    "   - Maximum: 289.00\r\n",
    "   - Interpretation: The total sulfur dioxide concentration of the wines ranges from 6.00 to 289.00, with an average around 46.47. There is considerable variability in total sulfur dioxide concentration, as indicated by the standard deviation of 32.90.\r\n",
    "\r\n",
    "8. **Density**:\r\n",
    "   - Mean: 0.99675\r\n",
    "   - Standard Deviation: 0.00189\r\n",
    "   - Minimum: 0.99007\r\n",
    "   - 25th Percentile: 0.9956\r\n",
    "   - Median: 0.99675\r\n",
    "   - 75th Percentile: 0.99784\r\n",
    "   - Maximum: 1.00369\r\n",
    "   - Interpretation: The density of the wines ranges from 0.99007 to 1.00369, with an average around 0.99675. There is low variability in density, as indicated by the standard deviation of 0.00189.\r\n",
    "\r\n",
    "9. **pH**:\r\n",
    "   - Mean: 3.31\r\n",
    "   - Standard Deviation: 0.15\r\n",
    "   - Minimum: 2.74\r\n",
    "   - 25th Percentile: 3.21\r\n",
    "   - Median: 3.31\r\n",
    "   - 75th Percentile: 3.40\r\n",
    "   - Maximum: 4.01\r\n",
    "   - Interpretation: The pH level of the wines ranges from 2.74 to 4.01, with an average\r\n",
    "\r\n",
    " around 3.31. There is relatively low variability in pH levels, as indicated by the standard deviation of 0.15.\r\n",
    "\r\n",
    "10. **Sulphates**:\r\n",
    "    - Mean: 0.66\r\n",
    "    - Standard Deviation: 0.17\r\n",
    "    - Minimum: 0.33\r\n",
    "    - 25th Percentile: 0.55\r\n",
    "    - Median: 0.62\r\n",
    "    - 75th Percentile: 0.73\r\n",
    "    - Maximum: 2.00\r\n",
    "    - Interpretation: The sulphate content of the wines ranges from 0.33 to 2.00, with an average around 0.66. There is moderate variability in sulphate content, as indicated by the standard deviation of 0.17.\r\n",
    "\r\n",
    "11. **Alcohol**:\r\n",
    "    - Mean: 10.42\r\n",
    "    - Standard Deviation: 1.07\r\n",
    "    - Minimum: 8.40\r\n",
    "    - 25th Percentile: 9.50\r\n",
    "    - Median: 10.20\r\n",
    "    - 75th Percentile: 11.10\r\n",
    "    - Maximum: 14.90\r\n",
    "    - Interpretation: The alcohol content of the wines ranges from 8.40 to 14.90, with an average around 10.42. There is moderate variability in alcohol content, as indicated by the standard deviation of 1.07.\r\n",
    "\r\n",
    "12. **Quality**:\r\n",
    "    - Mean: 5.64\r\n",
    "    - Standard Deviation: 0.81\r\n",
    "    - Minimum: 3.00\r\n",
    "    - 25th Percentile: 5.00\r\n",
    "    - Median: 6.00\r\n",
    "    - 75th Percentile: 6.00\r\n",
    "    - Maximum: 8.00\r\n",
    "    - Interpretation: The quality of the wines ranges from 3 to 8, with adency, dispersion, and distribution within the dataset, which can be valuable for further exploration and modeling purposes.de further exploration and modeling efforts."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b2a7d6b-eb71-4e01-9fcd-6b893e873f1e",
   "metadata": {},
   "source": [
    "# 4. Eploratory Data Analysis <a id=4></a>\n",
    "[Go To Project Content](#0)\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27e74c78-76b6-440f-925a-e4c3794b9417",
   "metadata": {},
   "source": [
    "## 4.1 Viualizing Relationship Between Target And Other Variables <a id=4.1></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "3b8edc8c-3a47-4b67-9b7e-85b317dafbd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "title_font = {\"family\" : \"arial\", \"color\" : \"darkred\", \"size\" : 15}\n",
    "axis_font = {\"family\" : \"arial\", \"color\" : \"darkblue\",  \"size\" : 10}\n",
    "\n",
    "def barplot(col):\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    sns.barplot(x=\"quality\", y = col, data=df, palette='Spectral')\n",
    "    \n",
    "    plt.title(\"quality - \" + col, fontdict=title_font)\n",
    "    plt.xlabel('quality', fontdict=axis_font)\n",
    "    plt.ylabel(col, fontdict=axis_font)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "2656c019-5baf-4d16-9e70-ffe0dfdc5769",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot('fixed acidity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "27d1abe6-4575-4b83-bdaf-0e9fd01ad246",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot('volatile acidity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "5f09e1dc-b1d5-4073-8936-5d5986de6059",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot('citric acid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "46a4f054-b7f3-45c9-bf3c-074bb5ec3658",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot('residual sugar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "7759e9de-e007-46ee-9e26-646bcf5aea8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot('chlorides')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "6e541506-464a-4512-a9bb-dcbe919b4e9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot('free sulfur dioxide')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "cfd386f7-105e-41aa-8a90-e1a55fc19616",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot('total sulfur dioxide')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "21f56b0f-e349-45f5-9c8c-d94875aa668c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot('density')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "b78eb9c7-99ea-4a40-9200-928515217c5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uah0m16Ej1feBi81Pv1NSVvyRXCePnv8FPsRdVeZx/8R3myys5sI4m7VUcJurvf5H56mqYzpZddhr2/eG2+8YIJfrpCRp3MSrmlz9jampHnV0OBwe9znqiIsJwcKGIps105R2bawuA7Cc6+RRuU6WWF1GvXT8RUt9X3y0+n5Tqx/n9osO4Zr50I1Wl+HzTh+tay4nRx0t43K5VOKlo46wL4IFAPiQu28bIJdrW/V94GJ0+miFUx9/s11Hy5vWUceyk2Ue9/+5f7OF1VyYlkEtNaDTVZzqhnojWACAD+nwi1ZKmTHK6jIAn3C0/KgOlx+2uox6CYsM09EfToehsKiwJld/Y+FUN2t561Q3ggUAAEADufq/rtGHaz84ff/mayyuxjc5nQ61Cm8uP051s0yVy6XDXjjVjWABAADQQFpFtdLoqWOsLsOnOZ0O+TmdeuKdj/RtSdM61a2ktMzj/oOvNr0LbHQIb6np13nnAhsECwAAADS6b0uO6svipnWBilNVLo/7Ta1+b2t6x6AAAAAA+ByCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAOrAr2Wrs97HaQQLAAAAoA5CrhigZlEd1Cyqg0KuGGB1OT6HH8gDAAAA6sCvRSu1vHaU1WX4LI5YAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxS4NFQUGB7r77bsXHx2vIkCHKyMiode6ePXuUlJSkuLg43XLLLcrJyWnESgEAAACci2XBwuVyKTk5WeHh4Vq3bp3mz5+v9PR0bdiwocbc0tJSJScnq1+/flq7dq3i4+M1ZcoUlZaWWlA5AAAAgJ+zLFgUFxerZ8+eSklJUXR0tAYPHqyBAwcqMzOzxtyNGzcqMDBQM2fOVNeuXTV37lyFhIRo06ZNFlQOAAAA4OcsCxaRkZFasmSJQkND5Xa7lZmZqU8++UT9+/evMTc7O1t9+/aVw+GQJDkcDvXp00dZWVmNXDUAAACAs/G3ugBJSkxM1MGDBzV06FCNGDGixvNFRUWKiYnxGIuIiND+/fvrva8fswmaEHpmb/TX3uiv/dFje6O/9laX/tbn34BPBIsnnnhCxcXFSklJUWpqqh566CGP58vKyhQQEOAxFhAQoMrKynrvKyKihVGtaFzh4SFWlwAvor/2Rn/tjx7bG/21N2/01yeCRWxsrCSpoqJCM2bM0MyZMz2CRGBgYI0QUVlZqaCgoHrv69ChY3K7zz/Pz8/JB8oHlJScUFWVq8G3S399A/21N/prf/TY3uivvdW1vw5H3b+YtyxYFBcXKysrS8OGDasei4mJ0cmTJ3X8+HG1bt26ejwqKkrFxcU1Xh8ZGVnv/brdqlOwgO+gX/ZGf+2N/tofPbY3+mtvDd1fyxZvHzhwQNOmTVNhYWH1WE5Ojlq3bu0RKiQpLi5On376qdw/vnu3262dO3cqLi6uUWsGAAAAcHaWBYvY2Fj16tVLc+bMUW5urrZu3aq0tDTdc889kk4v2C4vL5ckjRw5UkePHtXChQuVm5urhQsXqqysTKNGjbKqfAAAAABnsCxY+Pn56amnnlJwcLB++9vfau7cuZowYYImTpwoSUpISNDGjRslSaGhoXr66aeVmZmpsWPHKjs7W8uXL1fz5s2tKh8AAADAGSxdvB0VFaWlS5ee9bl9+/Z5PO7du7fWrVvXGGUBAAAAqCfLjlgAAAAAsA+CBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxiwNFoWFhZo+fbr69++vQYMGKTU1VRUVFWedO3XqVHXv3t3jtmXLlkauGAAAAMDZ+Fu1Y7fbrenTp6tly5Z6+eWXdeTIEc2ZM0dOp1MPPvhgjfl5eXlKS0vTwIEDq8fCwsIas2QAAAAAtbAsWOTn5ysrK0sffvih2rRpI0maPn26Hn300RrBorKyUgcOHFBsbKzatm1rRbkAAAAAzsGyU6Hatm2rjIyM6lDxk+PHj9eYm5+fL4fDoU6dOjVWeQAAAADqwbIjFi1bttSgQYOqH7tcLr300ksaMGBAjbn5+fkKDQ3VzJkztWPHDrVr10733XefBg8eXO/9OhxGZcMC9Mze6K+90V/7o8f2Rn/trS79rc+/AcuCxc+lpaVpz549evXVV2s8l5+fr/LyciUkJCg5OVmbN2/W1KlTtXr1asXGxtZrPxERLRqqZDSC8PAQq0uAF9Ffe6O/9keP7Y3+2ps3+usTwSItLU0rVqzQ448/rm7dutV4/t5779WECROqF2v36NFDu3fv1iuvvFLvYHHo0DG53eef5+fn5APlA0pKTqiqytXg26W/voH+2hv9tT96bG/0197q2l+Ho+5fzFseLBYsWKCVK1cqLS1NI0aMOOscp9NZ4wpQXbp0UW5ubr3353arTsECvoN+2Rv9tTf6a3/02N7or701dH8t/R2LpUuXatWqVXrsscc0evToWufNmjVLs2fP9hjbu3evunTp4u0SAQAAANSBZcEiLy9PTz31lCZPnqy+ffuqqKio+iZJRUVFKi8vlyQlJiZqw4YNWr9+vQoKCrR06VJlZmZq/PjxVpUPAAAA4AyWnQr1zjvvqKqqSunp6UpPT/d4bt++fUpISFBqaqrGjh2r4cOHa968eUpPT9fBgwd12WWXKSMjQx07drSoegAAAABnsixYJCcnKzk5udbn9+3b5/E4KSlJSUlJ3i4LAAAAwAWwdI0FAAAAAHsgWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYMzSYFFYWKjp06erf//+GjRokFJTU1VRUXHWuXv27FFSUpLi4uJ0yy23KCcnp5GrBQAAAFAby4KF2+3W9OnTVVZWppdfflmPP/64tmzZoiVLltSYW1paquTkZPXr109r165VfHy8pkyZotLS0sYvHAAAAEANlgWL/Px8ZWVlKTU1VZdddpn69eun6dOn6/XXX68xd+PGjQoMDNTMmTPVtWtXzZ07VyEhIdq0aZMFlQMAAAD4OcuCRdu2bZWRkaE2bdp4jB8/frzG3OzsbPXt21cOh0OS5HA41KdPH2VlZTVGqQAAAADOw9+qHbds2VKDBg2qfuxyufTSSy9pwIABNeYWFRUpJibGYywiIkL79++v935/zCZoQuiZvdFfe6O/9keP7Y3+2ltd+luffwOWBYufS0tL0549e/Tqq6/WeK6srEwBAQEeYwEBAaqsrKz3fiIiWlxwjWh84eEhVpcAL6K/9kZ/7Y8e2xv9tTdv9NcngkVaWppWrFihxx9/XN26davxfGBgYI0QUVlZqaCgoHrv69ChY3K7zz/Pz8/JB8oHlJScUFWVq8G3S399A/21N/prf/TY3uivvdW1vw5H3b+YtzxYLFiwQCtXrlRaWppGjBhx1jlRUVEqLi72GCsuLlZkZGS99+d2q07BAr6Dftkb/bU3+mt/9Nje6K+9NXR/Lf0di6VLl2rVqlV67LHHNHr06FrnxcXF6dNPP5X7x3fvdru1c+dOxcXFNVapAAAAAM7BsmCRl5enp556SpMnT1bfvn1VVFRUfZNOL9guLy+XJI0cOVJHjx7VwoULlZubq4ULF6qsrEyjRo2yqnwAAAAAZ7AsWLzzzjuqqqpSenq6EhISPG6SlJCQoI0bN0qSQkND9fTTTyszM1Njx45Vdna2li9frubNm1tVPgAAAIAzWLbGIjk5WcnJybU+v2/fPo/HvXv31rp167xdFgAAAIALYOkaCwAAAAD2QLAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADG6ny52T/96aM6b/Thh6++oGIAAAAANE11DhZbtnxTY+yDD75V375RCg7+z2YcDunhhxumOAAAAABNQz2CxW9rjLVo8Tf97/+OVpcurRqyJgAAAABNDGssAAAAABgjWAAAAAAwRrAAAAAAYMwoWDgcDjkcDVUKAAAAgKaqzou3nc7FcvwsRbjdbsXEPOvx2OFwqKrqgYarEAAAAIDPM7oqlNvtVnFxmZxOhyIighu0MAAAAABNR52DxeDBnarvu1xuzZv3oZ55ZpeKisokSe3bh2ratCv04INXNXyVAAAAAHxanYPFme6/f4tee22//vKXa9WvX5Sqqtz65JN/a968j1ReXqV58/jlbQAAAOBickHB4oUX9mjdups8jmLExUUqOjpMt9/+BsECAAAAuMhc0FWhmjf3V0CAX43x8PBArhIFAAAAXIQuKFikpQ3WpEmb9PrrefrhhzIdO1ap998/oMmT/6k//rGvvv76aPUNAAAAgP1d0KlQt9/+hiTpxhvXVV+C1u12S5Kysr7XnDkfcOlZAAAA4CJyQcHiyy8nN3QdAAAAAJqwCwoWnTuHNXQdAAAAAJqwC1pjAQAAAABnIlgAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAmE8Ei8rKSo0ZM0bbt2+vdc7UqVPVvXt3j9uWLVsasUoAAAAAtfG3uoCKigo98MAD2r9//znn5eXlKS0tTQMHDqweCwsL83Z5AAAAAOrA0mCRm5urBx54QG63+5zzKisrdeDAAcXGxqpt27aNVB0AAACAurL0VKgdO3boqquu0urVq885Lz8/Xw6HQ506dWqkygAAAADUh6VHLMaNG1enefn5+QoNDdXMmTO1Y8cOtWvXTvfdd58GDx5c7306HPV+CSxGz+yN/tob/bU/emxv9Nfe6tLf+vwbsHyNRV3k5+ervLxcCQkJSk5O1ubNmzV16lStXr1asbGx9dpWREQLL1UJbwgPD7G6BHgR/bU3+mt/9Nje6K+9eaO/TSJY3HvvvZowYUL1Yu0ePXpo9+7deuWVV+odLA4dOqbzLOmQJPn5OflA+YCSkhOqqnI1+Hbpr2+gv/ZGf+2PHtsb/bW3uvbX4aj7F/NNIlg4nc4aV4Dq0qWLcnNz670tt1t1ChbwHfTL3uivvdFf+6PH9kZ/7a2h++sTv2NxPrNmzdLs2bM9xvbu3asuXbpYVBEAAACAM/lssCgqKlJ5ebkkKTExURs2bND69etVUFCgpUuXKjMzU+PHj7e4SgAAAACSDweLhIQEbdy4UZI0fPhwzZs3T+np6RozZozeffddZWRkqGPHjhZXCQAAAEDyoTUW+/btO+fjpKQkJSUlNWZJAAAAAOrIZ49YAAAAAGg6CBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABjziWBRWVmpMWPGaPv27bXO2bNnj5KSkhQXF6dbbrlFOTk5jVghAAAAgHOxPFhUVFTo/vvv1/79+2udU1paquTkZPXr109r165VfHy8pkyZotLS0kasFAAAAEBtLA0Wubm5+s1vfqOvv/76nPM2btyowMBAzZw5U127dtXcuXMVEhKiTZs2NVKlAAAAAM7F0mCxY8cOXXXVVVq9evU552VnZ6tv375yOBySJIfDoT59+igrK6sRqgQAAABwPv5W7nzcuHF1mldUVKSYmBiPsYiIiHOePgUAAACg8VgaLOqqrKxMAQEBHmMBAQGqrKys97Z+POiBJoSe2Rv9tTf6a3/02N7or73Vpb/1+TfQJIJFYGBgjRBRWVmpoKCgem8rIqJFQ5WFRhAeHmJ1CfAi+mtv9Nf+6LG90V9780Z/m0SwiIqKUnFxscdYcXGxIiMj672tQ4eOye0+/zw/PycfKB9QUnJCVVWuBt8u/fUN9Nfe6K/90WN7o7/2Vtf+Ohx1/2Le8svN1kVcXJw+/fRTuX9MBG63Wzt37lRcXFy9t+V21+0G31HXntXnBt9Bf+2N/tofPbY3+mtvDd0znw0WRUVFKi8vlySNHDlSR48e1cKFC5Wbm6uFCxeqrKxMo0aNsrhKAAAAAJIPB4uEhARt3LhRkhQaGqqnn35amZmZGjt2rLKzs7V8+XI1b97c4ioBAAAASD60xmLfvn3nfNy7d2+tW7euMUsCAAAAUEc+e8QCAAAAQNNBsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwJilwaKiokJz5sxRv379lJCQoOeee67WuVOnTlX37t09blu2bGnEagEAAADUxt/KnS9atEg5OTlasWKFDh48qAcffFDt27fXyJEja8zNy8tTWlqaBg4cWD0WFhbWmOUCAAAAqIVlwaK0tFRr1qzRM888o169eqlXr17av3+/Xn755RrBorKyUgcOHFBsbKzatm1rUcUAAAAAamPZqVB79+7VqVOnFB8fXz3Wt29fZWdny+VyeczNz8+Xw+FQp06dGrtMAAAAAHVgWbAoKipSeHi4AgICqsfatGmjiooKHT582GNufn6+QkNDNXPmTCUkJOjXv/61tm7d2sgVAwAAAKiNZcGirKzMI1RIqn5cWVnpMZ6fn6/y8nIlJCQoIyNDgwcP1tSpU/XZZ5/Ve78OR91u8B117Vl9bvAd9Nfe6K/90WN7o7/21tA9s2yNRWBgYI0A8dPjoKAgj/F7771XEyZMqF6s3aNHD+3evVuvvPKKYmNj67XfiIgWBlWjsYWHh1hdAryI/tob/bU/emxv9NfevNFfy4JFVFSUSkpKdOrUKfn7ny6jqKhIQUFBatmypcdcp9NZ4wpQXbp0UW5ubr33e+jQMbnd55/n5+fkA+UDSkpOqKrKdf6J9UR/fQP9tTf6a3/02N7or73Vtb8OR92/mLcsWPTs2VP+/v7KyspSv379JEmZmZmKjY2V0+l5htasWbPkcDiUmppaPbZ3715169at3vt1u1WnYAHfQb/sjf7aG/21P3psb/TX3hq6v5atsQgODtbNN9+slJQU7dq1S2+//baee+45TZw4UdLpoxfl5eWSpMTERG3YsEHr169XQUGBli5dqszMTI0fP96q8gEAAACcwdJf3p49e7Z69eqlO+64Q/Pnz9d9992n4cOHS5ISEhK0ceNGSdLw4cM1b948paena8yYMXr33XeVkZGhjh07Wlk+AAAAgB9Z+svbwcHBevTRR/Xoo4/WeG7fvn0ej5OSkpSUlNRYpQEAAACoB0uPWAAAAACwB4IFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGLA0WFRUVmjNnjvr166eEhAQ999xztc7ds2ePkpKSFBcXp1tuuUU5OTmNWCkAAACAc7E0WCxatEg5OTlasWKF5s2bp6VLl2rTpk015pWWlio5OVn9+vXT2rVrFR8frylTpqi0tNSCqgEAAAD8nGXBorS0VGvWrNHcuXPVq1cvXX/99frd736nl19+ucbcjRs3KjAwUDNnzlTXrl01d+5chYSEnDWEAAAAAGh8lgWLvXv36tSpU4qPj68e69u3r7Kzs+VyuTzmZmdnq2/fvnI4HJIkh8OhPn36KCsrqzFLBgAAAFALy4JFUVGRwsPDFRAQUD3Wpk0bVVRU6PDhwzXmRkZGeoxFRETo3//+d2OUCgAAAOA8/K3acVlZmUeokFT9uLKysk5zfz6vLpxOye2u+/zgSzrLGRBY7/3ATGC7dtX3nV6Mv/7hHeXwCzj/RDQov5b/+aLAm/11BoRLDj/v7QBn5WzW8j/3vfn59QuTQ/TXCn5+odX3vdnj8OBw+TnpcWNrGdg4n+FL24Qr0J/+Nrb2rerX3x9PGKoTy4JFYGBgjWDw0+OgoKA6zf35vLpo3bpFveZfctfv6r0PNJzw8BCvbj+s/2+9un2cm7f7GxxxlVe3j3Pzdn/DQ/t6dfs4P2/3+MqO/by6fZybt/t7zxD+G20lb/TXslOhoqKiVFJSolOnTlWPFRUVKSgoSC1btqwxt7i42GOsuLi4xulRAAAAAKxhWbDo2bOn/P39PRZgZ2ZmKjY2Vs6fHZeJi4vTp59+KveP5zC53W7t3LlTcXFxjVkyAAAAgFpYFiyCg4N18803KyUlRbt27dLbb7+t5557ThMnTpR0+uhFeXm5JGnkyJE6evSoFi5cqNzcXC1cuFBlZWUaNWqUVeUDAAAAOIPD7a7PUuaGVVZWppSUFP3zn/9UaGio7r77bt15552SpO7duys1NVVjx46VJO3atUvz5s1TXl6eunfvrvnz5+vyyy+3qnQAAAAAZ7A0WAAAAACwB8tOhQIAAABgHwQLAAAAAMYIFgAAAACMESxspqCgQHfffbfi4+M1ZMgQZWRkWF0SvCQ5OVmzZs2yugw0sM2bN6t79+4et+nTp1tdFhpIZWWl5s+fryuvvFJXX321HnvsMbHU0R7Wrl1b47PbvXt39ejRw+rS0IC+++47TZkyRX369FFiYqKef/55q0vyKZb98jYansvlUnJysmJjY7Vu3ToVFBTo/vvvV1RUlH71q19ZXR4a0BtvvKGtW7fqv/7rv6wuBQ0sNzdXQ4cO1YIFC6rHAgMDLawIDenPf/6ztm/frmeffVYnTpzQH//4R7Vv31633nqr1aXB0A033KBBgwZVPz516pTuuOMODRkyxLqi0OD+8Ic/qH379lq7dq1yc3M1Y8YMdejQQddff73VpfkEgoWNFBcXq2fPnkpJSVFoaKiio6M1cOBAZWZmEixs5PDhw1q0aJFiY2OtLgVekJeXp27duqlt27ZWl4IGdvjwYb322mv6xz/+od69e0uSJk2apOzsbIKFDQQFBSkoKKj68dNPPy23260ZM2ZYWBUa0pEjR5SVlaUFCxYoOjpa0dHRGjRokLZt20aw+BGnQtlIZGSklixZotDQULndbmVmZuqTTz5R//79rS4NDejRRx/VTTfdpJiYGKtLgRfk5eUpOjra6jLgBZmZmQoNDfX4b3JycrJSU1MtrArecPjwYT3zzDN64IEHFBAQYHU5aCBBQUEKDg7W2rVrdfLkSeXn52vnzp3q2bOn1aX5DIKFTSUmJmrcuHGKj4/XiBEjrC4HDWTbtm3617/+pXvvvdfqUuAFbrdbX375pT744AONGDFCw4YN0+LFi1VZWWl1aWgA33zzjTp06KD169dr5MiRuu666/Tkk0/K5XJZXRoa2MqVKxUZGamRI0daXQoaUGBgoB5++GGtXr1acXFxGjVqlK699lolJSVZXZrPIFjY1BNPPKFly5bp888/59swm6ioqNC8efP08MMPexxuh30cPHhQZWVlCggI0JIlS/Tggw9qw4YNWrRokdWloQGUlpaqoKBAq1atUmpqqh588EG9+OKLLP60GbfbrTVr1mj8+PFWlwIvyMvL09ChQ7V69WqlpqZq06ZN+r//+z+ry/IZrLGwqZ/Ov6+oqNCMGTM0c+ZMDsc2cUuXLtUvf/lLj8WBsJcOHTpo+/btCgsLk8PhUM+ePeVyufQ///M/mj17tvz8/KwuEQb8/f11/Phx/fWvf1WHDh0knQ6TK1eu1KRJkyyuDg3ls88+U2FhoUaPHm11KWhg27Zt06uvvqqtW7cqKChIsbGxKiwsVHp6um688Uary/MJBAsbKS4uVlZWloYNG1Y9FhMTo5MnT+r48eNq3bq1hdXB1BtvvKHi4mLFx8dLUvXpMW+99ZY+/fRTK0tDA2rVqpXH465du6qiokJHjhzhM9zEtW3bVoGBgdWhQpIuvfRSfffddxZWhYb2/vvvq1+/fgoLC7O6FDSwnJwcde7c2eOsgcsvv1zLli2zsCrfwqlQNnLgwAFNmzZNhYWF1WM5OTlq3bo1f5DYwIsvvqgNGzZo/fr1Wr9+vRITE5WYmKj169dbXRoayPvvv6+rrrpKZWVl1WOff/65WrVqxWfYBuLi4lRRUaEvv/yyeiw/P98jaKDp27Vrl/r06WN1GfCCyMhIFRQUeKx7y8/PV8eOHS2syrcQLGwkNjZWvXr10pw5c5Sbm6utW7cqLS1N99xzj9WloQF06NBBnTt3rr6FhIQoJCREnTt3tro0NJD4+HgFBgbqoYceUn5+vrZu3apFixbpd7/7ndWloQF06dJFQ4YM0ezZs7V37169//77Wr58uW677TarS0MD2r9/P1fts6nExEQ1a9ZMDz30kL788ku9++67WrZsmSZMmGB1aT7D4eYnP22lsLBQCxYs0LZt2xQcHKzx48drypQpcjgcVpeGBvbTr27/5S9/sbgSNKT9+/frkUceUVZWlkJCQnTrrbfq97//PZ9hmzh27JgWLFigzZs3Kzg4WOPGjaO/NtO7d289+eSTrIezqdzcXC1cuFC7du1S69atdfvtt+uOO+7gM/wjggUAAAAAY5wKBQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQDwOdHRy/X88zmSpCFDVikl5UNJUmVllZ55ZpeVpQEAauFvdQEAAJzL2rU3KSDAT5K0cuXnWrjwY02e3NviqgAAP0ewAAD4tNatg6vvu90WFgIAOCdOhQIAXLA9e4o1aNBKNW++RIMHr9LChR9ryJBVev75HEVHL/eY+/NTmu6/f4s6dFimZs0eU3T0ci1fnn3Wffz0uvfe+1p33bVJBQVH5XAs1ocffit//7+qqKi0em5m5r/VvPkSHTtW6b03DQA4K4IFAOCClJef0qhRryk6OkyZmRM0duxlWrjw4zq9NjV1u954I1+vvXaj9u2bpDvu6KVp095RYeGJWl9z9dUdtGTJUHXs2ELffTdVAwb8Qh06hGrduv3Vc155ZZ9Gj+6iFi0CjN8fAKB+CBYAgAvyz39+pZKSCi1bNkw9e0bov/+7r2644dI6vTYurq2efXaEBgxory5dWmnOnKt08qRLX3xRUutrAgL8FBYWKD8/h9q1C5Gfn1O33tpDa9Z8UT1nzZovdOutPYzfGwCg/ggWAIALsnfvD7rssnCFhPzn6MDVV3eo02tvvvkylZWd0gMPbNHo0a8pOvoZSVJVlateNdx2W0+99943OnSoTJ988p2Ki8s0enSXem0DANAwCBYAgAvSvLm/3D9bTR0YePrqTQ5HzfmnTv1n7kMPfaDx4zeqWTM/TZzYSx9/PO6CarjiikjFxLTS+vW5evXVL3TTTTEKCuK6JABgBf7rCwC4IJdf3kZffFGiI0cqFBYWKEn69NPvJZ0+benMBdRut1tffnmk+vGyZdlKTx+mpKTukk4vAj8979z7PFtgGTeupzZsyFNubokeffRak7cEADDAEQsAwAUZOrSTevRorUmTNmnPnmK98MJuvfjiHklSv37t9MMP5fr733cqP/+w7r//Pf3wQ3n1ayMigrRhQ57y8w/rgw8OaMKENyVJFRVV59xnSEgzlZSUa//+Ep06dfq0qdtu66G33vpK3313QsOHR3vnzQIAzotgAQC4IA6HQ2vX3qRjxyrVp8+LevrpbE2ceLkk6bLLwrV48WD9+c8fKz7+Bbndbv36192qX/vccyOVlfW9evV6XnfeuUm/+U039e/frvqIR20SEy9RTEy4YmOfV1bW6bkxMeG6/PIIjR17mZo18/PeGwYAnJPD/fMTZAEAuECnf2/iG7333q2Ntk+Xy63OnZfrhRdGaejQSxptvwAAT6yxAAA0WW+8kae33vpKwcH+Gjy4k9XlAMBFjWABAGiyFi/+l/bt+0GrV/9KTudZVnYDABoNp0IBAAAAMMbibQAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADG/n/qNOYpJI2jcAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot('pH')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "d9ce02b4-bc30-4630-b599-170ed9adca38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2fPih1r/8sgrsdsU/9JBu++47Bdev73qOdo8+ql7vvKOwFi2UtWiRUl94QYcyMxV3//26be1a1zkeAFDeLE5vXVYEAOAyv1Mn7Vy1Sndu3qyQpk3NLqfEZjdrJseJE7pr69YyueyrGWY2aqQj27frwRMnvH7pXADAX3zj/zUAAIZlpKQoJytLrUeM8JlQAQAoP3x1AwAXuPeuv17H9+1Tdnq6qkdGqs3IkWaXBACohPhKCgAucFUvukj2X3/VRZdfrn8sWaLAmjXNLgkAUAlxjgUAAAAAw9hjAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAw7IK73OzBg0fF6eoAAADA+VksUlhYjRLNveCChdMpggUAAADgZRwKBQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAzzN7sAAAAAoDLYvXuX3nxzliRpyJC7VLdupMkVVSzssQAAAABKICXldaWnpyk9PU1z5rxudjkVDsECAAAAKIFdu3a4lnfu3HGOmRcmggUAAAAAwwgWAAAAAAwzNVgUFBRo3Lhxio+PV0JCgpKTk886d9myZerRo4diY2N1yy23aOPGjeVYKQAAAIBzMTVYTJ06VRkZGUpJSdHEiRM1ffp0LV26tNi8zZs366GHHtKIESP04YcfKioqSiNGjFBeXp4JVQMAAAD4O9OCRW5urhYsWKDx48crOjpaXbt21bBhwzRv3rxic7/55hs1bdpUffr0UYMGDfTggw8qOztbWVlZJlQOAAAA4O9MCxabNm1SUVGRYmNjXWNxcXHasGGDHA6H29xatWopKytLqampcjgcWrhwoapXr64GDRqUd9kAAAAAzsC0G+RlZ2crJCREAQEBrrHw8HAVFBQoJydHoaGhrvGePXtqxYoVuvXWW+Xn5yer1arXXntNNWvWNKN0AAAAAH9jWrDIy8tzCxWSXI8LCwvdxu12u7KzszVhwgS1bt1ab7/9tsaOHasPPvhAYWFhHm3XYjFWNwAAAC5Mp3+OtFgujM+VnrxG04JFYGBgsQDx52ObzeY2Pm3aNF166aW67bbbJEmTJ09Wjx499P7772v48OEebTcsrIaBqgEAAHChslqtbsvh4XyuPJ1pwSIiIkJ2u11FRUXy9z9VRnZ2tmw2m4KDg93mbty4UbfffrvrsdVqVYsWLbR7926Pt3vw4FE5ncZqBwAAwIXn9POAHQ6HDhw4amI15cNiKfkX86YFi6ioKPn7+ystLU3x8fGSpNTUVMXExLilQUmqU6eOtmzZ4ja2bds2xcTEeLxdp1MECwAAAHjs9M+QfKYszrSrQgUFBalPnz5KTExUenq6li9fruTkZA0aNEjSqb0X+fn5kqSbb75Z7777rhYtWqTt27dr2rRp2r17t/r27WtW+QAAAABOY9oeC0kaO3asEhMTNXjwYFWvXl2jR49Wt27dJEkJCQmaMmWK+vXrp549e+r48eN67bXXtHfvXkVFRSklJcXjE7cBAAAAlA2L03lh7cQ5cIBzLAAAAOC5UaPu0oED2ZKk8PDamj59lskVlT2LRSU+Sd20Q6EAAAAA+A6CBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMMzUO28DAADgwmO1WmS1Wswuw2MWi8Vt2d+/cn5H73A45XB4/47RBAsAAACUG6vVolohVeVnrXwfyk8PQ1arRSEh1UyspvROOhzKsed6PVwQLAAAAFBurFaL/KxWvfTFt9plP2J2OR6x5+a5LY95b6mJ1ZROZEiw7ru2o6xWC8ECAACgotq9e5fefHOWJGnIkLtUt26kyRVVXLvsR7TtgN3sMjxSdNLhtlzZ6i9rlW8fFAAAQAWVkvK60tPTlJ6epjlzXje7HKBcESwAAAC8ZNeuHa7lnTt3nGMm4HsIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjBvkAQCACsdqtchqtZhdhscsFovbsr9/5fwO1+Fwev2uzPB9BAsAAFChWK0WhYRUldVa+T6Unx6GTr2OaiZWU3oOh0N2ey7hAh4hWAAAgArl1N4Kq9bu+E5H8o+YXY5H8k7kuS1/vnmZidWUTrAtWO3rXyGr1UKwgEcIFgAAoEI6kn9EOfk5ZpfhEYfT4bZc2eoHjKh8+xgBAAAAVDgECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAALwkJCLkr+WLQs4xE/A9BAsAAAAv6dj3StVrXk/1mtdTxz5Xml0OvMwvuNYZl3EKN8gDAADwkloRtXTDPb3MLgNlpFqb9jq+fo1rGe4IFgAAAEAJ+NWopeCre5hdRoXFoVAAAAAADDM1WBQUFGjcuHGKj49XQkKCkpOTzzjv9ttvV/PmzYv9Gzt2bDlXDAAAAOBMTD0UaurUqcrIyFBKSop2796tMWPGqG7duurevbvbvJdfflknTpxwPd6wYYPuv/9+3XrrreVdMgAAAIAzMC1Y5ObmasGCBZo1a5aio6MVHR2tzZs3a968ecWCRa1atVzLJ0+e1AsvvKBhw4YpJiamnKsGAAAAcCamHQq1adMmFRUVKTY21jUWFxenDRs2yOFwnHW9hQsX6vDhw7rrrrvKo0wAAAAAJWBasMjOzlZISIgCAgJcY+Hh4SooKFBOTs4Z13E6nZo9e7YGDRqkatWqlVOlAAAAAM7HtEOh8vLy3EKFJNfjwsLCM67z3Xffae/evbr55ptLvV2LpdSrAgAAXFD43OTbStJfT34HTAsWgYGBxQLEn49tNtsZ1/nss8909dVXu51z4amwsBqlXhcAAOBCERLC0SG+rCz6a1qwiIiIkN1uV1FRkfz9T5WRnZ0tm82m4ODgM66zevVqjRo1ytB2Dx48KqfT0FMAAIAy5Odn5UNtBWC3H9fJk2c/77W06G/FUNL+Wiwl/2LetGARFRUlf39/paWlKT4+XpKUmpqqmJgYWa3FT/04dOiQduzYobi4OEPbdTpFsAAAACgBPjP5Nm/317STt4OCgtSnTx8lJiYqPT1dy5cvV3JysgYNGiTp1N6L/Px81/zNmzcrMDBQ9erVM6tkAAAM2b17l55+OlFPP52o3bt3mV0OAHiVqXfeHjt2rKKjozV48GBNmjRJo0ePVrdu3SRJCQkJWrx4sWvuwYMHFRwcLAtnEQEAKqmUlNeVnp6m9PQ0zZnzutnlAIBXmXrn7aCgICUlJSkpKanYzzIzM90e9+zZUz179iyv0gAA8Lpdu3a4lnfu3HGOmQBQ+Zi6xwIAAACAbyBYAAAAADCMYAEAAADAMIIFAAAAAMNMPXkbAIDSsFotslor31UCT7+yocVikb9/5f1+z+FwyuHgJgcA/kKwAABUKlarRaGhVWWxVL4P5aeHIavVUqnvPux0OnToUC7hAoALwQIAUKlYrRZZLFbZj/2gopNHzS7HIycd+W7L2YdXmFhN6fn71VBI9ctltVoIFgBcCBYAgEqp6ORRnTiZY3YZHnK4LVe++gHg7AgWQCWze/cuvfnmLEnSkCF3qW7dSJMrAgAA4KpQQKWTkvK60tPTlJ6epjlzXje7HAAAAEkEC6DS2bVrh2t5584d55gJAABQfggWAACUk7qRIX8t1ws5x0wAqHwIFgAAlJOBQxIU07q+YlrX18DBCWaXAwBexcnbAACUk4sjQ/To4zeaXQYAlAmChQ/iqkEAAAAobxwK5YO4ahAAAADKG8HCB3HVIAAAAJQ3ggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADOMGeQBQgXCDSwBAZcUeCwCoQLjBJQCgsiJYAEAFwg0uAQCVFcECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYl5sF4JOsVousVovZZXjMYrG4Lfv7V87vfxwOpxwOp9llAADKEcECgM+xWi0KDakqi7XyfSg/PQxZrRaFhFQzsZrSczocOmTPJVwAwAWEYAHA51itFlmsVuUd+FaOE0fMLscjzpN5bsvH9yw1sZrSsVYJVlB4R1mtFoIFAFxACBYAfJbjxBE5TtjNLsMjTqfDbbmy1Q8AuHBVvuMEAAAAAFQ4pgaLgoICjRs3TvHx8UpISFBycvJZ52ZmZuqWW25Rq1at1Lt3b61du7YcKwUAAABwLqYGi6lTpyojI0MpKSmaOHGipk+frqVLix9PfPToUQ0dOlRNmzbVxx9/rK5du2rUqFE6ePCgCVUDAAAA+DvTgkVubq4WLFig8ePHKzo6Wl27dtWwYcM0b968YnM/+OADVa1aVYmJiWrYsKHuu+8+NWzYUBkZGSZUDgBlp37dWmdcBgCgojPt5O1NmzapqKhIsbGxrrG4uDjNmDFDDodD1tMuE/n999/r2muvlZ+fn2vs/fffL9d6AaA83HlLezkca1zLAABUFqYFi+zsbIWEhCggIMA1Fh4eroKCAuXk5Cg0NNQ1vmPHDrVq1Ur//ve/tWLFCkVGRmrMmDGKi4szo3QAKDORF9dS4sM9zC4DAACPmRYs8vLy3EKFJNfjwsJCt/Hc3FzNnDlTgwYN0qxZs/Tpp5/qzjvv1JIlS3TxxRd7tF1L5bsRr8dOf40Wy4Xxmi8k9BeVCb+fvo8e+zb669tK0l9PfgdMCxaBgYHFAsSfj202m9u4n5+foqKidN9990mSWrZsqW+++UYffvih7r77bo+2GxZWw0DVlcPph5FZrVaFh/v+a76Q0F9UFpX1ruEoOXrs2+ivbyuL/poWLCIiImS321VUVCR//1NlZGdny2azKTg42G1u7dq11bhxY7exRo0aac+ePR5v9+DBo3L6+I1gHQ6H2/KBA0dNrKZislotCqlVVRYrt3Ixi9PhkD0nt0zuzOznZ+X/ECsAu/24Tp50nH+ih+hvxUGPfRv99W0l7a/FUvIv5k0LFlFRUfL391daWpri4+MlSampqYqJiXH7RlaS2rRpox9++MFtbOvWrerVq5fH23U65fPB4vTXdyG83tKwWCyyWK06vOYtFR3ZZ3Y5HnHkHXFbPvjZcyZWUzr+wRGq2WGgLBaLnPyC+jTa6/vosW+jv77N2/01LVgEBQWpT58+SkxM1NNPP639+/crOTlZU6ZMkXRq70WNGjVks9k0YMAAvfXWW3r55Zd14403atGiRdqxY4duuukms8qHjyg6sk9F9l1ml+ERp6PIbbmy1Q8AAHyTqceBjB07VtHR0Ro8eLAmTZqk0aNHq1u3bpKkhIQELV68WJIUGRmp2bNna+XKlerVq5dWrlypmTNnKiIiwszyAQAAAPzBtD0W0qm9FklJSUpKSir2s8zMTLfHcXFxWrhwYXmVBgAAAMADnLkKAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMM/U+FhWd1WqR1WoxuwyPWSwWt2V//8qZHx0OpxwOL99rHgAAAGWCYHEWVqtFIbWCZPXzM7sUj50ehqxWi0JCqplYTek5Tp6UPSePcAEAAFAJECzOwmq1yOrnp+0zX1X+nt1ml+OREzk5bsuZk/5tXjGlZLu4rhoOv0dWq4VgAQAAUAkQLM4jf89u5f2+3ewyPOIsKnJbrmz1AwAAoPKpnAffAwAAAKhQCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWACVTGQt21/LIbZzzAQAACg//mYXAMAzt3eoK8e3u04tt69rcjUAAACnECyASqZuLZvG9mxidhkAAABuOBQKAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhmarAoKCjQuHHjFB8fr4SEBCUnJ5917j333KPmzZu7/Vu5cmU5VgsAAADgbPzN3PjUqVOVkZGhlJQU7d69W2PGjFHdunXVvXv3YnO3bNmiZ599Vh06dHCN1axZszzLBQAAAHAWpgWL3NxcLViwQLNmzVJ0dLSio6O1efNmzZs3r1iwKCws1M6dOxUTE6PatWubVDEAAACAszHtUKhNmzapqKhIsbGxrrG4uDht2LBBDofDbe7WrVtlsVhUv3798i4TAAAAQAmYtsciOztbISEhCggIcI2Fh4eroKBAOTk5Cg0NdY1v3bpV1atX16OPPqrvv/9eF110kUaPHq1rrrnG4+1aLF4pv0KLCPCXPe+ka7myuxB6diGjv76N/vo+euzb6K9vK0l/PfkdMO1TZ15enluokOR6XFhY6Da+detW5efnKyEhQcOHD9eyZct0zz336J133lFMTIxH2w0Lq2Gs8ErgptCachw87FquzEJCqpldAsoQ/fVt9Nf30WPfRn99W1n017RgERgYWCxA/PnYZrO5jY8cOVK3336762TtFi1aaOPGjXr33Xc9DhYHDx6V03n+eX5+1kr7B1WnShWNuCjc7DK8wm4/rpMnHeef6KHK3F9fQn99G/31ffTYt9Ff31bS/losJf9i3rRgERERIbvdrqKiIvn7nyojOztbNptNwcHBbnOtVmuxK0A1btxYWVlZHm/X6VSJggUqDvrl2+ivb6O/vo8e+zb669u83V/TTt6OioqSv7+/0tLSXGOpqamKiYmR1epe1mOPPaaxY8e6jW3atEmNGzcuj1IBAAAAnIdpwSIoKEh9+vRRYmKi0tPTtXz5ciUnJ2vQoEGSTu29yM/PlyR16dJFH3/8sRYtWqTt27dr+vTpSk1N1cCBA80qHwAAAMBpTL3z9tixYxUdHa3Bgwdr0qRJGj16tLp16yZJSkhI0OLFiyVJ3bp108SJE/Xqq6+qV69eWrFihWbPnq169eqZWT4AAACAP3h8jkVRkUOzZ6erZ8/GatAgWBMmfK3339+stm0j9J//dFZoaFCJnysoKEhJSUlKSkoq9rPMzEy3x/3791f//v09LRcAAABAOfB4j8WDD67U5MlrZbfn68MPs/TMM99r0KCW+v33Ixo9ekVZ1AgAAACggvN4j8U772Tqww/7qHXrOkpK+l7du1+iMWOuUK9eTdSx4//KokYAAAAAFZzHeyxyc08oIqKqioocWrJkm3r1OnVlJofDKX9/U0/ZAAAAAGASj/dYdOwYqUceWaWaNQOVm1ukPn2aKj09W6NGfaFrr21QFjUCAAAAqOA83sUwe3Y3nTjhUGrqPr3xRnfVqVNN776bqTp1gvTf/15XFjUCAAAAqOA83mNRv36wPvywr9vYk08meK0gAAAAAJVPqU6K+OabXerf/yO1aZOiHTuO6JlnvtP8+Zu8XRsAAACASsLjYLFw4a/q2fN9NWwYrMxMu06ccKhKFauGDFmiV19NK4MSAQAAAFR0HgeLSZPW6NVXu2ratE7y97dIkh566HIlJ3fXc8+t83qBAAAAACo+j4PF5s12tW9/cbHxdu0u0q5dx7xSFAAAAIDKxeNgER0dps8++8312HJqp4VSUjYqOjrMW3UBAAAAqEQ8virU8893Vu/eH2jFit9VWOjQU099p82b7Vq3bq8+/rhfWdQIAAAAoILzOFhcdVU9ZWYO1SuvrJckHTyYpw4d6mru3J5q0CDY6wUCAAAAqPg8DhZPPPGtHn74cj3xhPu9K44cKdBDD63Uc8919lpxAAAAACqHEgWLzMxD2rfvuKRTV4Vq3bqOQkIC3eZkZBzQjBkbCBYAAADABahEwWL37mO69tp3XY/79l1UbE61alV0//1xXisMAAAAQOVRomDRuXMDORwPS5IuuWSmfvhhoMLDq5ZpYQAAAAAqD48vN7tt2/Czhoo9e7iPBQAAAHAh8vjk7czMQxoz5itt3HhAJ086JUlOp1MFBSe1f3+uiooe8nqRAAAAACo2j/dY3HXX58rOztUjj1yuvXuP66GH4tW/f3MdPlyg11+/vixqBAAAAFDBebzH4ocf9mrNmlvVpk0dzZnzs6KiwnTvvbG69NIQvf56hgYPvqws6gQAAABQgXm8x6JKFatq1Tp1qdkWLUK1fv0+SVLXrg2Vnp7t3eoAAAAAVAoeB4uOHevq2Wd/UF7eCcXHR+ijj7bI6XRq3bp9stn8yqJGAAAAABWcx4dCPf98J9144yI1blxTd9/dWv/5z48KDZ2uY8dOaMKEDmVRIwAAAIAKzuNg0bJluDZvvlN5eUWqWrWK1q0bqC+/3KGwsCC1b1+3LGoEAAAAUMF5HCwkyWKx6PjxEzp4ME9OpxQTU1uS9PvvR9SgQbBXCwQAAABQ8XkcLL74YrsGDVqivXuPu407nU5ZLBadPMl9LAAAAIALjcfB4t57v1DnzvX16KPtVLNmQFnUBAAAAKCS8ThYbN9+REuW9NMll9Qqg3IAAAAAVEYeX262c+f6+vrrXWVRCwAAAIBKqkR7LJ544lvXcr16NTR8+DJ99tlvatKklvz8LG5zJ0zo6N0KAQAAAFR4JQoWK1fucHvcvv3F2rXrmHbtOuY2brFIEyZ4rzgAAAAAlUMJg8U/y7oOAAAAAJVYqe5jsXz5ds2cuUG//HJIVqtFrVrV1r33tuEGeQAAAMAFyuOTt19//SfdcMNCVa1aRSNGtNLQoZdJkjp3flcLF/7q9QIBAAAAVHwe77GYPHmNZsy4TnfcEeM2fvXV9TR27Gr163dpiZ+roKBAkyZN0ueffy6bzaahQ4dq6NCh51xn586d6t27t2bMmKErrrjC0/IBAAAAlAGP91gcOpSvK664uNj41VfX0+7dx86wxtlNnTpVGRkZSklJ0cSJEzV9+nQtXbr0nOskJiYqNzfXo+0AAAAAKFseB4t7722jhx9epYMH81xjubkn9NRTazVyZJsSP09ubq4WLFig8ePHKzo6Wl27dtWwYcM0b968s67z0Ucf6fjx456WDAAAAKCMeXwo1Ndf79L33+9V/fqvqWnTWqpSxU9ZWXYdPVqoBg2CtWDBX+dZbN1611mfZ9OmTSoqKlJsbKxrLC4uTjNmzJDD4ZDV6p557Ha7nn32WSUnJ6tXr16elg0AAACgDHkcLIYNi9GwYTHnn3ge2dnZCgkJUUBAgGssPDxcBQUFysnJUWhoqNv8Z555Rn379lWzZs0MbddiOf8cVCz0zLfRX99Gf30fPfZt9Ne3laS/nvwOeBwsBg++zNNVzigvL88tVEhyPS4sLHQb//bbb5WamqpPPvnE8HbDwmoYfg6Un5CQamaXgDJEf30b/fV99Ni30V/fVhb9LVGw6Nz5nRKnlRUrSnYzvcDAwGIB4s/HNpvNNZafn68JEyZo4sSJbuOldfDgUTmd55/n52flD6oCsNuP6+RJh9efl/5WDPTXt9Ff30ePfRv99W0l7a/FUvIv5ksULDp1ql+iJ/NERESE7Ha7ioqK5O9/qozs7GzZbDYFBwe75qWnp2vHjh2677773Na/66671KdPHz3xxBMebdfpVImCBSoO+uXb6K9vo7++jx77Nvrr27zd3xIFi4kTO3p3q5KioqLk7++vtLQ0xcfHS5JSU1MVExPjduJ2q1at9Pnnn7ut261bNz355JO68sorvV4XAAAAAM95fI7F0KHnvs9EcnL3Ej1PUFCQ+vTpo8TERD399NPav3+/kpOTNWXKFEmn9l7UqFFDNptNDRs2LLZ+RESEwsLCPC0fAAAAQBnw+D4WTqfT7d+JEw5lZh7S/PmbVLt2kEfPNXbsWEVHR2vw4MGaNGmSRo8erW7dukmSEhIStHjxYk/LAwAAAGACj/dYvPFGjzOOP/vs9/rppwMePVdQUJCSkpKUlJRU7GeZmZlnXe9cPwMAAABQ/jzeY3E2/fs318KFm731dAAAAAAqEa8Ei+PHC/Xaaxs8PhQKAAAAgG/w+FAoq3WaLGe4qYXN5qfZs6/3SlEAAAAAKhePg8XKlf+Uw+GUw+GUv79VFov05Zc71LdvM8XE1C6LGgEAAABUcB4fCuXvb9XAgYtltVp06aUhGjDgE73wQqri4uZqwQJOqgYAAAAuRB4HiwceWKkBA5rriisu1qxZ6bLZ/LVv30jNmtVNEyZ8UxY1AgAAAKjgPA4WP/10QP/6V5yqVq2iDz/con79mikgwE+dOtXX9u1HyqJGAAAAABWcx8EiIqKqfv75oH7++YDWr9+n3r2bSJKWL/9dDRoEe71AAAAAABWfxydvP/hgvPr0WSSr1aLLL79I11xTX08/vVaTJq3RG290L4saAQAAAFRwHgeL++5rq6uvrqfffjus669vJEnq0qWBbrihsVq3ruPt+gAAAABUAh4HC0lq06aO2rT5K0S0b1/XawUBAAAAqHy8cudtAAAAABc2ggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMMzUYFFQUKBx48YpPj5eCQkJSk5OPuvcjz76SNdff71atWqlAQMGKD09vRwrBQAAAHAupgaLqVOnKiMjQykpKZo4caKmT5+upUuXFpu3bt06jR8/XiNHjtSnn36q2NhY3XXXXTp+/LgJVQMAAAD4O9OCRW5urhYsWKDx48crOjpaXbt21bBhwzRv3rxic7OzszVy5EjddNNNql+/vu69917l5ORoy5YtJlQOAAAA4O/8zdrwpk2bVFRUpNjYWNdYXFycZsyYIYfDIav1r8zTo0cP13J+fr7efPNNhYWFqUmTJuVaMwAAAIAzMy1YZGdnKyQkRAEBAa6x8PBwFRQUKCcnR6GhocXWWbNmjYYOHSqn06lp06apWrVqHm/XYjFUNkxAz3wb/fVt9Nf30WPfRn99W0n668nvgGnBIi8vzy1USHI9LiwsPOM6zZo108KFC7Vy5Uo99thjqlevntq0aePRdsPCapSqXpgjJMTz8IjKg/76Nvrr++ixb6O/vq0s+mtasAgMDCwWIP58bLPZzrhOeHi4wsPDFRUVpQ0bNmj+/PkeB4uDB4/K6Tz/PD8/K39QFYDdflwnTzq8/rz0t2Kgv76N/vo+euzb6K9vK2l/LZaSfzFvWrCIiIiQ3W5XUVGR/P1PlZGdnS2bzabg4GC3uenp6fLz81N0dLRrrEmTJqU6edvpVImCBSoO+uXb6K9vo7++jx77Nvrr27zdX9OuChUVFSV/f3+lpaW5xlJTUxUTE+N24rYkvffee3r++efdxjZu3KjGjRuXR6kAAAAAzsO0YBEUFKQ+ffooMTFR6enpWr58uZKTkzVo0CBJp/Ze5OfnS5L++c9/au3atUpJSdFvv/2ml156Senp6RoyZIhZ5QMAAAA4jak3yBs7dqyio6M1ePBgTZo0SaNHj1a3bt0kSQkJCVq8eLEkKTo6WtOnT9d7772nG2+8UatWrdLrr7+uiIgIM8sHAAAA8AfTzrGQTu21SEpKUlJSUrGfZWZmuj3u3LmzOnfuXF6lAQAAAPCAqXssAAAAAPgGggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMI1gAAAAAMIxgAQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgAAAAAMMzVYFBQUaNy4cYqPj1dCQoKSk5PPOvfLL7/UTTfdpNjYWPXu3VtffPFFOVYKAAAA4FxMDRZTp05VRkaGUlJSNHHiRE2fPl1Lly4tNm/Tpk0aNWqU/vGPf2jRokUaMGCA/vWvf2nTpk0mVA0AAADg7/zN2nBubq4WLFigWbNmKTo6WtHR0dq8ebPmzZun7t27u8395JNP1L59ew0aNEiS1LBhQ61YsUJLlixRixYtzCgfAAAAwGlMCxabNm1SUVGRYmNjXWNxcXGaMWOGHA6HrNa/dqb07dtXJ06cKPYcR48eLZdaAQAAAJybacEiOztbISEhCggIcI2Fh4eroKBAOTk5Cg0NdY03adLEbd3NmzdrzZo1GjBggMfbtVhKXzPMQc98G/31bfTX99Fj30Z/fVtJ+uvJ74BpwSIvL88tVEhyPS4sLDzreocOHdLo0aPVtm1bXXvttR5vNyyshsfrwDwhIdXMLgFliP76Nvrr++ixb6O/vq0s+mtasAgMDCwWIP58bLPZzrjOgQMHdMcdd8jpdOqll15yO1yqpA4ePCqn8/zz/Pys/EFVAHb7cZ086fD689LfioH++jb66/vosW+jv76tpP21WEr+xbxpwSIiIkJ2u11FRUXy9z9VRnZ2tmw2m4KDg4vN37dvn+vk7Tlz5rgdKuUJp1MlChaoOOiXb6O/vo3++j567Nvor2/zdn9Nu9xsVFSU/P39lZaW5hpLTU1VTExMsT0Rubm5GjZsmKxWq9566y1FRESUc7UAAAAAzsW0YBEUFKQ+ffooMTFR6enpWr58uZKTk117JbKzs5Wfny9Jeu211/T7778rKSnJ9bPs7GyuCgUAAABUEKYdCiVJY8eOVWJiogYPHqzq1atr9OjR6tatmyQpISFBU6ZMUb9+/fTZZ58pPz9f/fv3d1u/b9++euaZZ8woHQAAAMBpTA0WQUFBSkpKcu2JOF1mZqZr+Ux34wYAAABQcZh2KBQAAAAA30GwAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgmKnBoqCgQOPGjVN8fLwSEhKUnJx83nXWrVuna6+9thyqAwAAAFBS/mZufOrUqcrIyFBKSop2796tMWPGqG7duurevfsZ52dmZupf//qXAgMDy7lSAAAAAOdi2h6L3NxcLViwQOPHj1d0dLS6du2qYcOGad68eWecP3/+fA0YMEBhYWHlXCkAAACA8zEtWGzatElFRUWKjY11jcXFxWnDhg1yOBzF5n/11VdKSkrSkCFDyrFKAAAAACVhWrDIzs5WSEiIAgICXGPh4eEqKChQTk5Osfn//e9/1a1bt3KsEAAAAEBJmXaORV5enluokOR6XFhYWGbbtVjK7KlRRuiZb6O/vo3++j567Nvor28rSX89+R0wLVgEBgYWCxB/PrbZbGW23bCwGmX23PC+kJBqZpeAMkR/fRv99X302LfRX99WFv01LVhERETIbrerqKhI/v6nysjOzpbNZlNwcHCZbffgwaNyOs8/z8/Pyh9UBWC3H9fJk8XPuTGK/lYM9Ne30V/fR499G/31bSXtr8VS8i/mTQsWUVFR8vf3V1pamuLj4yVJqampiomJkdVadqd+OJ0qUbBAxUG/fBv99W301/fRY99Gf32bt/tr2snbQUFB6tOnjxITE5Wenq7ly5crOTlZgwYNknRq70V+fr5Z5QEAAADwgKl33h47dqyio6M1ePBgTZo0SaNHj3Zd+SkhIUGLFy82szwAAAAAJWTqnbeDgoKUlJSkpKSkYj/LzMw84zr9+vVTv379yro0AAAAAB4wdY8FAAAAAN9AsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhBAsAAAAAhhEsAAAAABhGsAAAAABgGMECAAAAgGEECwAAAACGESwAAAAAGEawAAAAAGAYwQIAAACAYQQLAAAAAIYRLAAAAAAYRrAAAAAAYBjBAgAAAIBhpgaLgoICjRs3TvHx8UpISFBycvJZ5/7888/q37+/WrdurX/84x/KyMgox0oBAAAAnIupwWLq1KnKyMhQSkqKJk6cqOnTp2vp0qXF5uXm5mr48OGKj4/XwoULFRsbqxEjRig3N9eEqgEAAAD8nWnBIjc3VwsWLND48eMVHR2trl27atiwYZo3b16xuYsXL1ZgYKAeffRRNWnSROPHj1e1atXOGEIAAAAAlD/TgsWmTZtUVFSk2NhY11hcXJw2bNggh8PhNnfDhg2Ki4uTxWKRJFksFrVt21ZpaWnlWTIAAACAszAtWGRnZyskJEQBAQGusfDwcBUUFCgnJ6fY3Dp16riNhYWFae/eveVRKgAAAIDz8Ddrw3l5eW6hQpLrcWFhYYnm/n1eSVitktNZ8vlBDRrKGhDo8XZgTOBFF7mWrWUYf/1D6sniF3D+ifAqv+C/vigoy/5aA0Iki1/ZbQBnZK0S/NdyWf79+tWURfTXDH5+1V3LZdnjkKAQ+VnpcXkLDiyfv+FLwkMU6E9/y1vdWp71948DhkrEtGARGBhYLBj8+dhms5Vo7t/nlURoaA2P5je4Y5jH24D3hIRUK9Pnr9nun2X6/Di3su5vUNgVZfr8OLey7m9I9bgyfX6cX1n3+PJ68WX6/Di3su7v3Z34b7SZyqK/ph0KFRERIbvdrqKiItdYdna2bDabgoODi809cOCA29iBAweKHR4FAAAAwBymBYuoqCj5+/u7nYCdmpqqmJgYWf+2X6Z169Zav369nH8cw+R0OvXjjz+qdevW5VkyAAAAgLMwLVgEBQWpT58+SkxMVHp6upYvX67k5GQNGjRI0qm9F/n5+ZKk7t2768iRI3rqqaeUlZWlp556Snl5eerRo4dZ5QMAAAA4jcXp9ORUZu/Ky8tTYmKiPv/8c1WvXl133nmnhgwZIklq3ry5pkyZon79+kmS0tPTNXHiRG3ZskXNmzfXpEmT1LJlS7NKBwAAAHAaU4MFAAAAAN9g2qFQAAAAAHwHwQIAAACAYQQLAAAAAIYRLHzM9u3bdeeddyo2NladOnXS7NmzzS4JZWT48OF67LHHzC4DXrZs2TI1b97c7d99991ndlnwksLCQk2aNEmXX365OnbsqOeff16c6ugbFi5cWOxvt3nz5mrRooXZpcGL9uzZoxEjRqht27bq0qWL3nzzTbNLqlBMu/M2vM/hcGj48OGKiYnRBx98oO3bt+vBBx9URESEevfubXZ58KJPP/1Uq1atUt++fc0uBV6WlZWlzp07a/Lkya6xwMBAEyuCNz355JP67rvv9Prrr+v48eN64IEHVLduXQ0YMMDs0mBQz549ddVVV7keFxUVafDgwerUqZN5RcHr7r//ftWtW1cLFy5UVlaWHn74YUVGRqpr165ml1YhECx8yIEDBxQVFaXExERVr15djRo1UocOHZSamkqw8CE5OTmaOnWqYmJizC4FZWDLli269NJLVbt2bbNLgZfl5OTo/fff1xtvvKFWrVpJkoYOHaoNGzYQLHyAzWaTzWZzPX7ttdfkdDr18MMPm1gVvOnw4cNKS0vT5MmT1ahRIzVq1EhXXXWV1qxZQ7D4A4dC+ZA6deroxRdfVPXq1eV0OpWamqoffvhB7dq1M7s0eFFSUpJuuukmNW3a1OxSUAa2bNmiRo0amV0GykBqaqqqV6/u9t/k4cOHa8qUKSZWhbKQk5OjWbNm6aGHHlJAQIDZ5cBLbDabgoKCtHDhQp04cUJbt27Vjz/+qKioKLNLqzAIFj6qS5cuuvXWWxUbG6vrr7/e7HLgJWvWrNG6des0cuRIs0tBGXA6ndq2bZu+/vprXX/99bruuus0bdo0FRYWml0avGDHjh2KjIzUokWL1L17d1177bV65ZVX5HA4zC4NXvb222+rTp066t69u9mlwIsCAwM1YcIEvfPOO2rdurV69Oihq6++Wv379ze7tAqDYOGjXnrpJc2YMUO//PIL34b5iIKCAk2cOFETJkxw290O37F7927l5eUpICBAL774osaMGaOPP/5YU6dONbs0eEFubq62b9+u+fPna8qUKRozZozmzp3LyZ8+xul0asGCBRo4cKDZpaAMbNmyRZ07d9Y777yjKVOmaOnSpfroo4/MLqvC4BwLH/Xn8fcFBQV6+OGH9eijj7I7tpKbPn26LrvsMreTA+FbIiMj9d1336lmzZqyWCyKioqSw+HQI488orFjx8rPz8/sEmGAv7+/jh07pueee06RkZGSToXJt99+W0OHDjW5OnjLTz/9pH379umGG24wuxR42Zo1a/Tee+9p1apVstlsiomJ0b59+/Tqq6/qxhtvNLu8CoFg4UMOHDigtLQ0XXfdda6xpk2b6sSJEzp27JhCQ0NNrA5Gffrppzpw4IBiY2MlyXV4zGeffab169ebWRq8qFatWm6PmzRpooKCAh0+fJi/4Uqudu3aCgwMdIUKSbrkkku0Z88eE6uCt61evVrx8fGqWbOm2aXAyzIyMtSwYUO3owZatmypGTNmmFhVxcKhUD5k586dGjVqlPbt2+cay8jIUGhoKB9IfMDcuXP18ccfa9GiRVq0aJG6dOmiLl26aNGiRWaXBi9ZvXq1rrjiCuXl5bnGfvnlF9WqVYu/YR/QunVrFRQUaNu2ba6xrVu3ugUNVH7p6elq27at2WWgDNSpU0fbt293O+9t69atqlevnolVVSwECx8SExOj6OhojRs3TllZWVq1apWeffZZ3X333WaXBi+IjIxUw4YNXf+qVaumatWqqWHDhmaXBi+JjY1VYGCgHn/8cW3dulWrVq3S1KlTNWzYMLNLgxc0btxYnTp10tixY7Vp0yatXr1aM2fO1C233GJ2afCizZs3c9U+H9WlSxdVqVJFjz/+uLZt26YVK1ZoxowZuv32280urcKwOLnlp0/Zt2+fJk+erDVr1igoKEgDBw7UiBEjZLFYzC4NXvbnXbefeeYZkyuBN23evFlPP/200tLSVK1aNQ0YMED33nsvf8M+4ujRo5o8ebKWLVumoKAg3XrrrfTXx7Rq1UqvvPIK58P5qKysLD311FNKT09XaGiobrvtNg0ePJi/4T8QLAAAAAAYxqFQAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAMIIFAAAAAMMIFgCACqdRo5l6880MSVKnTvOVmPiNJKmw8KRmzUo3szQAwFn4m10AAADnsnDhTQoI8JMkvf32L3rqqbW6665WJlcFAPg7ggUAoEILDQ1yLTudJhYCADgnDoUCAJTazz8f0FVXva2qVV/UNdfM11NPrVWnTvP15psZatRoptvcvx/S9OCDKxUZOUNVqjyvRo1maubMDWfcxp/rffnl77rjjqXavv2ILJZp+uabXfL3f07Z2bmuuampe1W16os6erSw7F40AOCMCBYAgFLJzy9Sjx7vq1GjmkpNvV39+jXTU0+tLdG6U6Z8p08/3ar3379RmZlDNXhwtEaN+kL79h0/6zodO0bqxRc7q169Gtqz5x61b3+xIiOr64MPNrvmvPtupm64obFq1Agw/PoAAJ4hWAAASuXzz3+T3V6gGTOuU1RUmP71rzj17HlJidZt3bq2Xn/9erVvX1eNG9fSuHFX6MQJh3791X7WdQIC/FSzZqD8/Cy66KJq8vOzasCAFlqw4FfXnAULftWAAS0MvzYAgOcIFgCAUtm06ZCaNQtRtWp/7R3o2DGyROv26dNMeXlFeuihlbrhhvfVqNEsSdLJkw6Parjllih9+eUOHTyYpx9+2KMDB/J0ww2NPXoOAIB3ECwAAKVStaq/nH87mzow8NTVmyyW4vOLiv6a+/jjX2vgwMWqUsVPgwZFa+3aW0tVQ5s2ddS0aS0tWpSl9977VTfd1FQ2G9clAQAz8F9fAECptGwZrl9/tevw4QLVrBkoSVq/fr+kU4ctnX4CtdPp1LZth12PZ8zYoFdfvU79+zeXdOok8FPzzr3NMwWWW2+N0scfb1FWll1JSVcbeUkAAAPYYwEAKJXOneurRYtQDR26VD//fEBz5mzU3Lk/S5Li4y/SoUP5evnlH7V1a44efPBLHTqU71o3LMymjz/eoq1bc/T11zt1++1LJEkFBSfPuc1q1arIbs/X5s12FRWdOmzqllta6LPPftOePcfVrVujsnmxAIDzIlgAAErFYrFo4cKbdPRoodq2navXXtugQYNaSpKaNQvRtGnX6Mkn1yo2do6cTqf+7/8uda2bnNxdaWn7FR39poYMWaqbb75U7dpd5NrjcTZdujRQ06Yhiol5U2lpp+Y2bRqili3D1K9fM1Wp4ld2LxgAcE4W598PkAUAoJRO3W9ih778ckC5bdPhcKphw5maM6eHOnduUG7bBQC44xwLAECl9emnW/TZZ78pKMhf11xT3+xyAOCCRrAAAFRa06atU2bmIb3zTm9ZrWc4sxsAUG44FAoAAACAYZy8DQAAAMAwggUAAAAAwwgWAAAAAAwjWAAAAAAwjGABAAAAwDCCBQAAAADDCBYAAAAADCNYAAAAADCMYAEAAADAsP8HvjVBHOhso4IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot('sulphates')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "193aa957-ab9b-4181-b763-0aaa2093023a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "barplot('alcohol')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87eaf5fd-5189-4ff5-a4af-a6dcf98d87f8",
   "metadata": {},
   "source": [
    "## 4.2 Variable's Distribution <a id=4.2></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "5695b26a-2730-406a-a146-d5a9c8a61cbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def hist(col, bins='auto'):\n",
    "    mean = df[col].mean()\n",
    "    median = df[col].median()\n",
    "    \n",
    "    plt.figure(figsize=(7, 5))\n",
    "    sns.histplot(df[col], bins=bins, kde=True, color='darkblue')\n",
    "    plt.title(f'Distribution of {col}')\n",
    "    plt.xlabel(f'{col}', fontdict=axis_font)\n",
    "    plt.ylabel('Frequency', fontdict=axis_font)\n",
    "    plt.axvline(mean, color='red', linestyle='--', label=f'Mean: {mean:.2f}')\n",
    "    plt.axvline(median, color='green', linestyle='--', label=f'Median: {median:.2f}')\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "172b0d82-cfe5-4c16-939a-554dc193153c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist('fixed acidity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "b5bc8826-2e64-4119-a015-e14f49936e5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist('volatile acidity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "795ec3e9-8453-400f-851f-50e804427642",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist('citric acid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "19daf24e-db63-4157-af36-d1f48f7dfd69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist('residual sugar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "a74b0dae-5914-46f0-a83b-6129a00a703f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist('chlorides')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "a2d5b859-2ba7-442f-9a2f-bc1511809893",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist('free sulfur dioxide')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "cd2e72b3-4dda-456a-bb48-ffc84fff069e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1LFiwwKhM3759sWLFCowYMQKvvfYaKlWqhP379+P777/HCy+8ALlcblE/EJUGJm1ENnL+/Hk8++yzAPQvHLi7u6Nu3bqYMmUKBgwYUGS9tm3bYubMmVi6dKnh5YNmzZrhxx9/NDwDN3jwYJw9exavvPIKpk+fbtY0DoMGDUJ6ejpGjx4NhUJhmB4hb3SoX79+uHHjBtavX4+VK1eiefPmmDNnjtHIYJ06ddCjRw/D7b9HR6bykok5c+Zg+fLluH//PoKDgzF+/HiMGDHC5FiL8umnn6J69epYu3Ytvv/+ewQGBmLo0KEYNWqUWaOQhZ3H2LFj4e/vjxUrVmDVqlXw8fFBly5d8Oabbxqe74qKisKTTz6JWbNm4cCBA1i0aBFmzZqFuXPn4vXXX4e3tzfCw8Px008/YciQITh69KhhapDHeeONN6BQKLB27VrMmzcPnp6e6NChAyZMmABAPzI4Z84cfPbZZxg/fjz8/f0xbNgwXL16FdeuXTP5vE35GZtj7ty5mDlzJubMmYPc3Fx069YNAwcOxL///ltoeVOuj19++QUHDhzAN998Y7htPWTIEGzatAkfffSRYdQzv8jISHz//ff46quvMGbMGAQHB+Ozzz7Da6+9ZiijVCrx888/Y9asWZgxYwbS09NRpUoVTJgwAS+++KJF509UWgSRKx4TEREROTw+00ZERETkBJi0ERERETkBJm1EREREToBJGxEREZETYNJGRERE5ASYtBERERE5ASZtRERERE6ASRsRERGREyj3KyIkJ6fDnOmFBQHw8/M0u15ZohN1uJ1+GwBQxbMKJIIZub9OB8ltfV1dlSpAvtnr2be2w761Hfat7bBvbYd9a1uF9W/etpIo90mbKMKiC9bSemVBljobTX9qCAC49soduMvdzaicjQpN9XUTr90B3AvWLc99a2vsW9th39oO+9Z22Le2Ze3+5e1RIiIiIifApI2IiIjICTBpIyIiInIC5f6ZNiIiIlOJogidTgudTmfvUEpEEICcnByo1So+02YlEokEEokUgiDY7BhM2oiIiEyg0aiRlnYfanWOvUOxivv3JU6ffDoahcIVXl4VIJfLbdI+kzYiIqJiiKKI5OS7kEgk8Pb2h1Qqs+mISmmQSgVotRxmswZRFKHVapCRkYrk5LsICgq2yXGYtJHZZBIZRjR62fC1eZVlyB7xsuFrIiJnoNGoIYo6eHsHQKFwtXc4ViGTSaDRcKTNelwglUpx/34CNBq1TY7A35pkNhepC75o85WFlV2Q8YWFdYmI7EwwZzJxKndsfX3w6iMiIiJyAhxpI7OJoojknGQAgJ+rn3nPdYgihGR9XdHPT/8KExERERWLI21ktixNFhosC0GDZSHI0mSZWTkL/g1C4N8gBMgysy4REZmldetItG4dibt37xbYt27dGrRuHYklSxbaIbKinTt3Fm3atMCdO/GGbaIoYsmShejZszO6du2AL774FLm5ucW2dedOPDp1isbx40cN3+f1yaOfkyeP2+ycrIUjbURERGWYTCbDvn270K/fs0bbd+3a7nBvwGo0Gnz55ScFpiJZseIHrF//Gz7+eDrc3Nzw8ceTsWzZ93jttTGPbW/mzM+RnZ1t+D4wMAgbN241KvPtt1/j9u2baNSoifVOxEY40kZERFSGhYU1xd69u422ZWZm4MyZM6hTJ9ROURXu559/gFLpbrRNq9Vi1aqfMXr0m2jWrDkaNGiEl156FZcuXXhsW3///SeysjKNtkmlUvj5+Rs+8fG3sWvXdkyePBUyJ5jRgEkbERFRSWRmFv3JyTG9bL4RoSLLWiA6ug1OnjyOzMwMw7b9+/ciPDwCSqXSqOyGDWsxYEAvdOoUjTFjRiI2NsawLzHxHiZPfhtdurRH+/Yt8eKLg3H69EkAD2877tq1HQMHPoMOHZ7E22+/iQcP0gz1W7eOxJYtm4qM88aN61i37jeMGfOW0fZr164iLS0V0dHtDNs6d+6Kr7+eV2RbaWmp+O67OZg06f3H9s2CBXPRs2dvVK9e47HlHAWTNgcjCILJHyIisr+AmpWK/Hi9+IJRWf+GtYos6/18P6OyfpGNCpSxREhIbfj7B+LgwQOGbbt370SbNu2Myu3duxvLli3Cm29OwtKlPyMsLALjxr2KBw8eAACmTv0QWq0OCxcuw9KlPyMgIBCzZn1u1MaPPy7DlCmf4ttvF+HChfP49dcVhn0bN27FU091KjRGURTx5Zef4sUXR6JChQpG++Ljb8PLywtnzpzCiBGD0Ldvd8yePQsqlarIc/7226/RtWsPhITUKrLM6dMncfbsaQwZMqLIMo6GSZsD8fFRwt/fw+SPj4+y+EaJiKjci45ug3379LdIVSoVjhw5WCBp++WXHzFkyAi0ahWNqlWr4ZVXXkdQUCX8/fcWiKKI6Oh2eOutSahevQZq1gxB374Dce3aVaM2XnrpVTRo0AgNGzZC585dcPHiecM+Pz9/uLgUPjHxH39shFarQa9efQrsy87OQk5ODhYsmIsxY97Ce+99iH37dmPevG8KbevIkUM4ffokhg9/6bF98vvv69G2bQcEBAQ+tpwjcfwbuOWEIAiQy6WYOfMQMjKKn0nZw0OOiROjIAgCRK72S0RkN4nX7hS9Uyo1+jbpXGzRZSXG4yjJR8+WJCwjrVu3xeTJ70Cj0eDYscMICaldYETr+vVr+O67b7Fw4cPbjiqVCjdv3oAgCOjTpz/++ecvnD17Gtevx+HSpYsFXhgIDq5q+FqpdIdGoyk2tuTkJCxa9B1mz/6u0LtIUqkUubm5ePPNiYiIaAYAGDPmLUyZ8gHeeGMiJPn6LTc3BzNmfIYJE94tMkEE9C887N27C5MnTy02PkfCpM3BZGSokZlpm+UvrEUmkeHZ0EGGr82rLEPOs4MMXxMROT139+LL2LpsMZo0CQegvyW4e/euAqNsgP6B/3HjxiMyssUjYbhDp9PhrbdGIz09HU891QmtWrWBWq3GBx9MMir76ELppgwqHD58EGlpqXj11RFGdYYMGYihQ19E48ZhAGD03Fm1atWhUuUiNTUFFSr4GbafP38O8fG3MXny20bHmDjxDXTt2t3wjNu5c2eg0WjQvHlUsfE5Ev7WJLO5SF3w7VMLLKzsgvRvLaxLREQWkclkaNmyFfbt2439+3djyJClBcpUrVodiYn3jEbLPvvsY7Rp0w6VK1fByZPHsWnTNvj6+gIA1q37DYBpidnjtG3b3pCYAfoXHsaOfRUzZsxGrVq1IZVKIZfLERNzBS1a6BO069evQal0h5eXt1FbDRo0xMqV6422PfdcH7z77mSjBO3cubMIDa0PFxeXEsVe2pi0ERERlQPR0W3x2WdTUblyFVSuXKXA/ueeG4zPP/8EVatWQ+PGYdi4cR22b9+GIUNGwMXFBRKJBP/++xdat26LCxfOYelS/aS8j3shIL/k5CR4eHgUuG2pVLobTfMh/e+WcsWKlQxJWc+evfH111/igw8+BiBi/vxv0bPnM4ZpOvK3nT/pzOPvHwBf34e3g69di0WNGjVNituR8EUEMpsoishUZyJTnWn+/7BE8eGr63wWj4io1LRo0RIajQbR0W0L3f/UU50xcuQoLF68AEOGPItjx47giy++RtWq1RAYGIQJE97Fzz//iCFDBuKnn5bjjTcmQiqV4sqVSyYd/5lnuuDff7dZFPvYsePxxBOtMGnSG5g48Q1ERbXEq68+nFjX3Lbv378PT08vi2KxJ0Es50+xJyWlm5U7CALg7+9pdr3i2xXg7++BKVP2mvRMm7u7HFOmtEZSUkapv4iQqc5Eze/1r55fe+UO3OVmPHeRmWl4bT3x2h2jZzZs1bfEvrUl9q3tOFLfqtUqJCffgZ9fJcjlCvsGYyUymQQaja74gmSyvOvE378SKlXyM7p2867nkuBIGxEREZETYNJGRERE5ASYtBERERE5ASZtRERERE6ASRsRERGRE2DSRkREROQEOLkumU0qSNGzVm/D1+ZVliK3Z2/D10RERGQaJm1kNleZK5Y8/aOFlV3xYImFdYmIiMoxJm1OThAEk8qV8zmUiYiInB6faXNSCoUEWq0Ofn7u8Pf3KPbj46O0d8hERFTKWreOROvWkbh7926BfevWrUHr1pFYsmShRW0fP34UrVtHAgDu3IlH69aRuHMnvkTxmkKr1WL+/G/Rq9fT6NSpDT788F3cv59s2P/gwQNMnfohunbtgN69u2LBgrnQ6Ype+eHy5Yt45ZVheOqpVnj55aG4ePGC0f5t27Zi4MBn8NRTrfDeexORmppqq1MrFkfanJRcLoVUKsGsWYeQnv74Za88POSYODEKgiBYZcTNVstYERGR9clkMuzbtwv9+j1rtH3Xru0m360pTmBgEDZu3AofH1+rtPc4K1Ysx7///o2pU6fD29sH33wzE9OmfYSvv54HAJg163OkpNzHvHnfIzU1BR9//AF8fX3x7LODC7SVnZ2NSZPeQKdOXfHBB1OwYcNavP32m1i1agPc3Nxw/vxZfP75NEyc+B7q1AnFN9/MwGefTcGXX35j8/MsjF1H2hISEjBu3Di0aNEC0dHRmD59OnJzcwEAN2/exPDhwxEeHo5u3bph7969RnX379+PHj16ICwsDEOHDsXNmzftcQp2l5GhRmbm4z8ZGcWvZUpERGVTWFhT7N2722hbZmYGzpw5gzp1Qq1yDKlUCj8/f0hL4QUzrVaLsWPHIzy8KWrWDMGAAc/i9OmThv0HD+7Ds88ORkhILTRtGomOHbvg2LEjhbb1779/Q6FwxejRb6BGjZp4440JUCqV2LHjHwDA2rWr0aFDJ3Tt2gO1a9fBhx9OxYED+xAff9vm51kYuyVtoihi3LhxyM7Oxs8//4yvv/4aO3bswDfffANRFDF69Gj4+/tj7dq1eOaZZzBmzBjEx+uHXePj4zF69Gj07dsXa9asQYUKFTBq1Cg+t0VERKUuU51Z5CdHk2Ny2WxNdrFlLREd3QYnTx5HZmaGYdv+/XsRHh4BpdL40ZkNG9ZiwIBe6NQpGmPGjERsbMzDeDIz8L//vY9Ondrguef64uLF84Z9j94evXbtKsaPH4NOndqgQ4cnMWrUy4iLuwZAf1u1f/+eWL9+DXr37oqOHVtj2rQPoVKpjNo6fvxooefz4osj0bZtewBASsp9bNq0ARERzQz7vbx88PffW5CTk4OkpEQcOnSgyOT03LmzaNIkzDDiKAgCGjcOw9mzpw37w8IiDOWDgioiKKgizp0787gutxm73R69evUqTp48iX379sHf3x8AMG7cOHzxxRdo06YNbt68iZUrV0KpVKJWrVo4cOAA1q5di7Fjx+K3335Do0aN8OKLLwIApk+fjlatWuHw4cOIioqy1ykREVE5lPe4SGE6VuuMX3qsMXzfcFktZGmyCi37ZOXW2NB7i+H7yJ8aITkn2ajMvVEPzI4vJKQ2/P0DcfDgATz1VCcAwO7dO9GmTTts3frweHv37sayZYvw9tuTUa1adWzduhnjxr2KX39dDy8vL8yYMR03bsRh7txFSE1NwaefTin0eDqdDu+88xaaN4/ChAnvIiMjA1999QXmz5+DL774GgCQlJSInTv/xaxZ3yIpKRHvvz8RYWFN0atXH8OtVi8v78ee15IlC7Fs2ffw9PTC/PlLDNsnTHgHn3zyETp3bgOdTofIyBYYMeKVQttITk5CzZohRtt8fSvg2rVYw35//4AC+xMT7z02Nlux20hbQEAAFi9ebEjY8mRkZODUqVNo0KCB0f8AmjVrhpMnTwIATp06hcjISMM+Nzc3NGzY0LDfHIJg/sfSetZs19xzsHbMJe2/ouraqm/5Yd+yb53z40h968yio9tg3z79LVKVSoUjRw6iTZt2RmV++eVHDBkyAq1aRaNq1Wp45ZXXERRUCX//vQUZGRnYseMfvPnmJISG1kNUVEsMH/5yocfKzc1F7979MGbMW6hSJRihofXQtWsPXLt21VBGo9HgjTcmolat2oiKaomoqCdx4YJ+5C7vVqtcLn/sOT39dDcsXvwjIiNbYPz4MYaRxBs3riM0tAG++24JPv10Bq5di8XPP/9QRKw5UCgURtsUCgVUKnUx+1WPjS2Pta8hu420eXl5ITo62vC9TqfDihUr8MQTTyAxMRGBgYFG5f38/AxvvxS33xx+fp4WRG95veIolQqIYvE/WaVSbnL5vLJ+fh4lDxCAm+phru/v5wl3hRkvE7jlq+vvWeiLCLbqW2Lf2hL71nYcoW9zcnJw/74EUqkAmcx4vOPm6wlF1pMKUqPyl165VmRZiSAxKntyxPkCZR49timkUgnatm2P996bBECHkyePolat2qhQoQIEQYBEoj+n69fjMH/+t1i4cJ6hrkqlwq1bNxEffxNarRb16tUzxNCoUSNDTFKpxHAsT0939O8/EH/+uRkXL55HXFwcLl++CF/fCkZla9asYWjLw8MDOp3GrPOrUaM6AGDKlGno1asr9uzZiSZNwjFv3jfYuHGLYYRMrc7Fl19Ox7BhIyCTGac9Li4u0GjURsfVaNRwc3OFTCaBQqGAVmu8X61WQ6lUFhqrTidAIpHA11f/u83a167DvD06Y8YMnD9/HmvWrMHy5csfm9lmZ2eXKPPNLzk5HeY8CicI+h+CufWKb1eAn58HsrJUyMoq/sWBrCzZf38WX14Q9IEmJ2dY7e3RPEnJ6ciWF/0qdcHKmcgbW01KSgeyH9a1Vd8S+9aW2Le240h9q1aroNPpoNWK0GiM/81zEdweWzd/+ZKWffTYptBqdWjSJBwAcPz4cezYsQPR0e0A6J8v1+n056TVajB27HhERrYwqu/u7o67d+/8d3ytIQbhvxVx9HV1hmM9eJCBV14ZCm9vH7Ru3QYdOnTGjRtx+PXXFUZlBUFqaEsURYiiaee3b98e1K0bioAA/eCNVCpH5cqVcf9+Ci5cuABvbx/4+PgZ2qpVqy6ysjKRkpIKX98KRm35+QUgKSnJ6LhJSUmoUEFf398/EImJxvuTk5Pg61uh0Fi1WhE6nQ4pKZmoVMnV6NrNu55LwiGSthkzZuCHH37A119/jbp168LFxaXAPCgqlQqurq4A9JnxowmaSqWCl5eX2ccWRVj0j4Gl9WzRbnHl8/ZbK2YJpOhYrbPha7PalEiR21FfV5RIgULq2qpviX1rS+xb23GEvrX38UtKJpOhZctW2LdvN/bv340hQ5YWKFO1anUkJt5DcHBVw7bPPvsYbdq0Q0REM8hkMly4cN6Q1F25cqnQY504cQxJSYn44YeVhpGtI0cOWu1lwXnzvkHXrj0wZMgIAEBWViZu3ryBGjVqwt3dA2lpqUhJuW9I0G7ciIObm7LQ6UgaNmyEFSt+gCiKyJsW68yZUxg69EXD/tOnT6Jbt54AgISEu7h3LwENGzY2KVZrX7t2n1x32rRpWLZsGWbMmIGnn34aABAUFISkpCSjcklJSYZbokXtDwgwfliQbMNV5opfeqzBLz3WwFXmamZlVzz4ZQ0e/LIGcDWzLhERWSw6ui02bdoIX18/VK5cpcD+554bjNWrf8XWrZtx+/YtfPfdHGzfvg3Vq+uToS5duuObb2bg3LmzOH78KJYuXVTocby9vZGdnY09e3bizp14bNq0AWvXroZabdr0U1qtFsnJSUWW79t3AH755SccOLAXV6/GYurUD1GlSlU88cSTaNiwEWrUqIlp0/6Hq1djceLEMcybNxv9+g1E3huiyclJyM3Vv9Xbvv1TyMhIx+zZs3Dt2lXMnj0LOTnZ6NBB/8JGnz798ddfW/DHHxsQE3MFn3zyPzz5ZOtC+6802DVpmzt3LlauXImvvvoK3bt3N2wPCwvDuXPnkJPz8FXpY8eOISwszLD/2LFjhn3Z2dk4f/68YT8REREZa9GiJTQaDaKj2xa6/6mnOmPkyFFYvHgBhgx5FseOHcEXX3yNqlWrAQDeemsSGjVqgrfeGo1PP51SYLLePI0aNcHw4S9j1qwvMGzY89iyZRPGj38HKSn3TXrr8t69BDzzTBecOXOq0P19+w7EoEFDMXPm53jllaEQBAFffPEVJBIJZDIZZsyYDTc3V4we/QqmTfsITz3VGS+//Jqh/jPPdMG//24DALi7e+DLL7/G6dMn8NJLQ3Du3Jn/6rsZzmXSpPexdOn3eP31F+Hp6YX33/9fsedgK4Jop8nNYmNj0bNnT4wcORKDBxvPUlyhQgX06tULdevWxahRo7Bjxw7Mnz8fmzdvRuXKlXHr1i1069YNY8aMQfv27TFv3jxcvXoVGzduhLmzOyclmf9Mm7+/p9n1im9XgL+/B6ZM2YvMzOL/NxIYqMSkSVH4+OO9xU6e6+4ux5QprZGUZJ1n2mzFVn1L7FtbYt/ajiP1rVqtQnLyHfj5VYJcrii+ghOQySQWPSNHRcu7Tvz9K6FSJT+jazfvei4Ju420/fvvv/+tHzYfrVu3NvpIpVJ89913SExMRN++ffH7779j3rx5qFy5MgAgODgY3377LdauXYv+/fsjNTUV8+bNMzthI8tkqjNRY1FF1FhU0fzJHjMz4V+jIvxrVAQyLZsokoiIqDyy24sII0eOxMiRI4vcX716daxYsaLI/W3btkXbtoUP8ZLtFTU5pCmELMvrEhERlVd2fxGBiIiIiIrHpI2IiIjICTBpIyIiMpEjv8xF9mfr64NJGxERUTGkUv3s/ypVrp0jIUeWd31IpbZ5ZcAhVkQgIiJyZBKJFG5uHsjISAEAKBQuTj9jgU4nQKvlyKE1iKIIlSoXGRkpcHPzgERimzExJm1kNokgwZOVWxu+Nq+yBKonWxu+JiJyFl5e+mWR8hI3ZyeRSKDTcZ42a3Jz8zBcJ7bApI3M5iZzw4beWyys7Ia0DRbWJSKyI0EQ4O3tB09PX2i1GnuHUyKCAPj6uiMlJdPuExeXFVKpzGYjbHmYtBEREZlBIpFAInHuVREEAXB1dYVcrmbS5kR4f4qIiIjICTBpI7NlqjNRf2lN1F9a06JlrPzq14Rf/ZpcxoqIiMgMvD1KFknOSba4riTZ8rpERETlFUfaiIiIiJwAkzYiIiIiJ8CkjYiIiMgJMGkjIiIicgJM2oiIiIicAN8eJbNJBAnCAyIMX5tXWQJ1eIThayIiIjINkzYym5vMDX8P2GVhZTek/m1hXSIionKMQx1EREREToAjbWXA7dsZOHToLjQaHSQSAdWreyEyMhCCINg7NCIiIrISJm1OLj4+E2vWXIFarTNsi4t7gLS0XDz1VFWbJG5Z6ixEr2wBANjz3GEo5UozKmehQrS+7v09hwGlGXWJiIjKMSZtTuzq1VT8/PNFqNU6VK3qiSZN/JGamot9++Jx8mQidDoRnTpVs/pxRYi4mX7D8LV5lUVIb94wfE1ERESmYdLmpDQaHbp1W4fMTDUCAtzQu3ctuLhIAQBeXgps3RqH06eT4Ovrinbtgu0cLREREZUUX0RwUmfOJOHSpftwd5ejX786hoQNABo29EOHDlUBAAcOxCMzU22vMImIiMhKmLQ5qf377wAAmjcPgoeHvMD+8PAABAa6QaXSYdeuW6UdHhEREVkZkzYnlJCQhevXH0Amk6BZs8BCywiCgHbt9KNtR48m4Pz5pNIMkYiIiKyMSZsTOnnyHgCgf/+68PRUFFmuWjVP1K7tDVEE3n57d2mFR0RERDbApM3JZGdrcOHCfQDA6NHhxZZv0yYYggBs3nwVly+nWCUGAQJCfesh1LceBJg5pYggQBNaD5rQegDnkSMiIjIZkzYnc/58MjQaEZUquaNVqyrFlq9QwRV16/oCAJYuPWeVGJRyJfY8fxh7njdzjjYAUCqRsucwUjhHGxERkVmYtDmZ2Ng0APoXEEydOLdFi4oAgFWrLiEjQ2Wz2IiIiMh2mLQ5EbVah9u3MwDAMHpmipo1vRAaWgEZGWqsXn3FVuERERGRDTlE0qZSqdCjRw8cOnQIAPDuu+8iNDS0wGfo0KGGOpGRkQX2Z2Zm2usUSsXt2xnQakV4eMgREOBmcj1BEAzPvy1bdg5iCVciyFJnIfrXFoj+tQWy1FlmVs6Cb3QL+Ea3ALLMrEtERFSO2X1FhNzcXEyYMAFXrjwcAfrggw8wYcIEw/e3b9/GkCFDDElbQkIC0tPT8c8//8DV1dVQTlnGn5G6fv0BAKB6dS+z1xQdOrQh3n13Ny5dSsH+/XfQqlVli+MQIeJSykXD1+ZVFiG7dNHwNREREZnGriNtMTExGDhwIG7cuGG03dPTEwEBAYbPt99+iy5duqBjx44AgNjYWAQEBKBq1apG5WyxOLojuXEjHQBQvbqn2XW9vV3Qv38dAPpn24iIiMi52HWk7fDhw4iKisJbb72F8PDwQsscOHAAR44cwV9//WXYFhMTg5o1a1olBnPzvLzy1s4P87dbWNtZWRokJOhvJ1av7lVo3eLaHjiwLn788QL++OMavvwyGm5ulv348x+vqHiLrvxIO49+D84EYgvsW9th39oO+9Z22Le2VVj/WqOv7Zq0DRo0qNgyixYtQp8+fVCpUiXDttjYWGRnZ2PIkCG4du0a6tevj/fff9+iRM7Pz/xRq5LUK45SqYAoFvzJXrumvzUaGKhEYKA7lEr5Y8sbt6kv27VrbVSr5okbN9Jx8OA9DBgQalGMbqqHA7T+fp5wV7ibUTlfXX9PwL1gXVv1LbFvbYl9azvsW9th39qWtfvX7s+0Pc7Nmzdx8OBBfPDBB0bbr169irS0NIwfPx4eHh74/vvvMXz4cGzevBkeHh5mHSM5Od2sR6sEQf9DMLde8e0K8PPzQFaWCllZBRd4z5sYt2rVvDL6H11R5Y3b1geakpKJ3r1rYc6ck1i27Azat7fsubZM9cMXPpKS05Et15lRORP+eXWT0oHsh3Vt1bfEvrUl9q3tsG9th31rW4X1b962knDopO2vv/5C/fr1Ubt2baPtS5YsgVqthvt/ozQzZ85E27ZtsWPHDvTs2dOsY4iiZc/DW1rPknZFUURc3MOXEAruL77NvD/79auDOXNO4p9/buD+/Rz4+ro+vvJj2isq3sdXfqSdQuraqm+JfWtL7FvbYd/aDvvWtqzdvw4x5UdR9uzZg6eeeqrAdoVCYUjYAMDFxQXBwcFISEgozfBKTWamGg8eqCAIQHCweSOJj6pfvwIaNKgAtVqHTZuuWtSGAAFVPauhqmc1i5ax0latBm3VanyYgoiIyAwOm7SJoogzZ86gadOmBbZ37NgR69atM2zLysrC9evXERISUtphloq8FxAqVHCFQiEtcXv9+unfIl27Nsai+kq5EseGnMWxIWctWsbq/rGzuH/sLJexIiIiMoPDJm23b99GZmZmgVujgiCgXbt2+Pbbb3Ho0CFcuXIFb7/9NipWrIi2bdvaKVrbuncvGwAQFGSdJKdPn1oAgIMH7+DePU5wS0RE5AwcNmlLTk4GAHh7exfYN2nSJDz99NOYMGECBgwYAI1Gg0WLFkEqLfkolCPKG2mzVtIWHOyJ8PAAiCKwdWucVdokIiIi23KYFxEuXTKe8DUsLKzAtjwuLi5499138e6775ZGaHaXl7QFBlrvdmL37jVx8mQiNm++hqFDG5hVN1uTjWfWdwEAbOyzFW4y05fUQnY2fJ7R103duBVwM6MuERFROeawI22kl52tQXq6CoD1kzYA2Ls3HmlpuWbV1Yk6nEw8gZOJJ6ATzZjuAwB0OshPnoD85AlAZ2ZdIiKicoxJm4PLe+bMx8cFLi7Wu/1bu7YP6tb1gVqtw7ZtN4qvQERERHbFpM3B2eLWaJ680bbNm69ZvW0iIiKyLiZtDs7aLyHkl5e07dhxs9hVFYiIiMi+mLQ5uLzbo4GB1n9gv3Fj//+WxdJg585bVm+fiIiIrIdJmwPLzdUiJUX/koAtbo8KgoBu3fSjbVu2xFm9fSIiIrIeJm0OLDFRP8rm6SmHu7vcJsfIu0X6119xUKu1Jtfzc/WDn6ufRcfU+flB52dZXSIiovLKYeZpo4LyVkKwxShbnubNg+Dv74qkpBzs23cH7doFF1vHXe6OCy9a+PKCuzuSL/DFByIiInNxpM2BJSXpk7aAANtNQCuVStC1aw0AwJYtTKaIiIgcFZM2B3b/fg4A/ULxtpR3i/TPP+Og04k2PRYRERFZhkmbA8tL2nx9bZu0tW5dBZ6eCiQkZOHYsYRiy2drstF7Qzf03tAN2Zps8w6WnQ3v3t3g3bsbkG1mXSIionKMSZuDys3VIitLA8D2I20KhRSdOlUDYNpEuzpRh/3xe7E/fq9Fy1gp9u+FYv9eLmNFRERkBiZtDipvlM3dXWbV5auK8nB1hDiIIm+REhERORombQ6qtG6N5mnfvipcXaW4fv0Bzp+/XyrHJCIiItMxaXNQeUmbn1/pJG0eHnLDdB98i5SIiMjxMGlzUKU90gbAsDoCF5AnIiJyPEzaHFRKSulM95Ff587VIZUKOH/+PuLiHpTacYmIiKh4TNockE4nGtYcLc2krUIFVzz5ZCUAxd8iVcqUUMosW6lBVCohKm23ygMREVFZxKTNAT14oIJWK0IqFeDlpSjVY5tyi9Rd7o64kXcRN/Iu3OXu5h3A3R1JcXeRFHcXcDezLhERUTnGpM0B5T3P5uPjAolEsFq7giAU+8lL2o4eTUBCQpbVjk1EREQlwwXjHZC1n2dTKCTQanXw8yt+ZMvf3wMtWlTE4cN3sXVrHIYNa2CVGIiIiKhkmLQ5IGuvOSqXSyGVSjBr1iGkp6uLLZ83zcjmzdcKTdpyNDl4cesLAIClXVbAVWZGnDk58HpRX/fB0hWAa+k9s0dEROTMmLQ5oPv39S8hWHu6j4wMNTIzi0/aatXyBgDs3RuPtLRceHu7GO3Xilr8c+Nvw9dm0Wrh8s/fhq+JiIjINHymzQE9HGlzKaakbfj5uaFBAz9oNDps23bDLjEQERGRMSZtDkal0hpGw0pzYt1H9elTBwAn2iUiInIUTNocTGqq/taoQiGBq6vtF4ovSt+++qRtx46byMoq/pYqERER2RaTNgeTl7R5e7tAEKw33Ye5IiICUbWqB7KyNNi585bd4iAiIiI9Jm0OJn/SZk/552zbsiXOrrEQERERkzaHk7d8lbd36a6EUJju3UMAAFu3xkGl4pueRERE9sQpPxxMaqr+zVF7j7QBQIsWQQgKUiIhIQs7d95C587VAeiXsbo3ysIF5d3dkXiPi9ETERGZiyNtDubh7VH7j7RJpRL06qUfbdu4MdbO0RAREZVvDpG0qVQq9OjRA4cOHTJs++STTxAaGmr0WbFihWH/H3/8gY4dOyIsLAyjR4/G/fv37RG61eXdHvXysv9IGwD06lULAPDnn3HIydHYORoiIqLyy+5JW25uLsaPH48rV64YbY+NjcWECROwd+9ew6dfv34AgNOnT+ODDz7AmDFjsGrVKjx48ADvvfeePcK3qtTUHOTm6p8dc4SRNgBo3jwIlSu7IyNDjR079G+R5mhy8NJfQ/HSX0ORo8kxr8GcHHi9NBReLw0FcsysS0REVI7ZNWmLiYnBwIEDceNGwVn3Y2Nj0aBBAwQEBBg+bm5uAIAVK1aga9eu6N27N+rVq4cvv/wSu3btws2bN0v7FKzq2rU0AICbmwwKhf3maMtPIhHQs6fxLVKtqMWm2A3YFLvBsmWsNm2Ay6YNXMaKiIjIDHZN2g4fPoyoqCisWrXKaHtGRgYSEhJQo0aNQuudOnUKkZGRhu8rVaqEypUr49SpU7YM1+bykjZHGWXL07u3/hbp1q1xyM7mLVIiIiJ7sOvbo4MGDSp0e2xsLARBwIIFC7B79274+PhgxIgR6NOnDwDg3r17CAwMNKrj5+eHu3fvmh2DufPX5pW39ry3gvAwafPxcTGrfWuXffQcmzXTT7R782YGtm27jo7dKhqVNasv8pUVhEK+NzFGMg/71nbYt7bDvrUd9q1tFda/1uhrh5zy4+rVqxAEASEhIXjhhRdw5MgRfPjhh/Dw8ECnTp2Qk5MDhcJ4NEqhUEClUpl9LD8/T4titLTe4+QlbX5+blAqHz/aplTK//tTAVF8/JVgTtn85f38PAzbBg1qgC++OIxNm+Lw3JA6hu3+fp5wV7gX26aB28PBXX9/T8C9YF1b9C3psW9th31rO+xb22Hf2pa1+9chk7bevXujffv28PHxAQDUq1cPcXFx+PXXX9GpUye4uLgUSNBUKpXhmTdzJCenQxRNLy8I+h+CufWKb1cwJG1KpQxZWY9PQLOyZP/9qSp2bVBzyupj0Z9YcnIGxP9Osnv36vjii8PYsuUqYmITDWWTktORLdcV26ZBZib88+ompQPZD+vaqm+JfWtL7FvbYd/aDvvWtgrr37xtJeGQSZsgCIaELU9ISAgOHjwIAAgKCkJSUpLR/qSkJAQEBJh9LFGERRespfUeJy5OP+mst7eLWW1bu+zDMg9H5erX90PDhn44dy4ZW7Zcz1daf49TNDWIfMVE0fj7/Nv5j4htsG9th31rO+xb22Hf2pa1+9fuU34UZvbs2Rg+fLjRtosXLyIkRP8WY1hYGI4dO2bYd+fOHdy5cwdhYWGlGaZViaKIuDjHeBFBoZBAq9XBz88d/v4ehs/QoQ0BAJv/uGYo6++n3+fjo7RXuEREROWCQ460tW/fHosWLcKSJUvQqVMn7N27Fxs2bMCPP/4IAHj++ecxZMgQhIeHo3Hjxvj000/Rrl07VK1a1c6RWy4xMRtZWfo3Mz097Zu0yeVSSKUSzJp1COnpD2+npqXpJ/7dtzMRo8I2wdvHBV9+dhyeHgpMnBgFQTBhxE2pROK1O4aviYiIyDQOmbQ1adIEs2fPxpw5czB79mxUqVIFs2bNQkREBAAgIiICU6dOxZw5c5CWloZWrVph2rRpdo66ZG7cSAcAeHkpIJM5xgBoRoYamZkPkzaZTILgYA/cupWBM8fTERXlDjU0EGDGKzGCUOjLB0RERPR4DpO0Xbp0yej7jh07omPHjkWW79u3L/r27WvrsErNjRv659l8fBxj+aqiNGjgh1u3MnDuXDJatAiCwPfFiYiISoVjDOmQYaTN0ZO20FBfSF20uN9mOdaLn0IDM6dZyc2F59jX4Dn2NSA31zZBEhERlUFM2hxEfHwGAP2bo47MxUWK2nW8gPBjuOq1HTqYuRSVRgPXVb/AddUvgIarKxAREZmKSZuDuH07E4D+mTZH17BhBcPXGrUZc7QRERGRxZi0OYjbt/NG2hw/aQsOfrhSQkxsqv0CISIiKkeYtDmIO3ecZ6Qt/wJq58/ft2MgRERE5QeTNgeQlaXG/fs5AAAvL8d+pu1Rt25mIDU1x95hEBERlXlM2hxA3iibu7scrq5SO0djvpMnk4ovRERERCXCpM0B5D3PVrWqp1POe3bqVCJ0Oi5eR0REZEsOM7lueRYfrx9pq1rV086RmEYOV4zKWAe1RocfJNeRmpqLXbtuonHjCsVXViqRdP6q4WsiIiIyDUfaHED+kTZnIECAEj7wllVA/Xr6RG3p0rMmVhYg+vtD9Pc3eqGBiIiIHo9JmwPIm1g3ONg5krb8GjXyBwCsXXsZDx5whQMiIiJbYdLmAJzt9qgGKvyjmI1/FLPhX1GGgAA3ZGdrsHFjbPGVc3Ph8c54eLwznstYERERmYFJmwNwtqRNBy1OKjbipGIjREGH8PAAAMDPP18svrJGA7dli+G2bDGXsSIiIjIDkzYH4GzPtD0qLCwAMpkEx47dw4ULnGyXiIjIFpi02VlGhgoPHqgAAFWretk5Gsu4u8vRq1ctAMAvv5gw2kZERERmY9JmZ/kXivf0dIIlrIrw0kuNAQC//XYFublaO0dDRERU9jBps7O8W6NVqngUU9KxPf10DVSq5I7793OwdWucvcMhIiIqc5i02VneElaVKrnbOZKSkUolGDSoHgD9CwmCIBT5ISIiIvMxabOzsjDSplBIoNXqMHp0BABg165byMjQwt/fo9APERERmY/LWNlZ3sS6zpS0yeGCVzJ/MXwtl0shlUqwbt0lhIR44+rVNAwbtgXt21ctUFcQdaj03jqMHBkBQakEVywlIiIyDUfa7CzvRYTKlZ3n9qgACbzFivAWK0LIdwllZKjRoIF+WasTJ+4hPV2FzEy10ScjS4t4RQBQowYg4eVHRERkKv7WtDNnHGl7nNq1feDqKkV6uhpxcQ/sHQ4REVGZwaTNzvJWQ6hc2XmSNi3U2KlYgJ2KBdBCbbRPJpOgQQM/AMCZM0kF6kq1anT6ex4waRKgUpVKvERERGUBkzY7ysjQ3z4EgIoVlXaOxnRaaHBUsRpHFauhRcGlqBo31i8iHxubaji/PBKtBq0OrARmzgTU6gJ1iYiIqHBM2uwoISELgH5FAQ8P551Y91EBAW6oWFEJnQ44fz7Z3uEQERGVCUza7OjuXX3S5kyjbKbKG207ezYZosh3RImIiEqKSZsd5Y20BQWVvaQtNNQXUqmA5OQc3LuXbe9wiIiInB6TNju6e1f/EkLFis4z3YepXF1lqF3bBwBvkRIREVkDkzY7yhtpCwwseyNtAAxvkV64cB9aLW+REhERlYRFSduOHTf4nJIV5CVtZfGZNgCoUcMLSqUMWVkaztlGRERUQhYlbQMGbEKVKgvwxhvbcfBgvLVjKjec9Zk2OVwwPGsJhmctgRwuRZaTSgXUr69fISHvFqlG7oJ5r/8InD0LuLmVSrxERERlgUVJ2927r2PJkqeRnq5Ct27rULPmIrzzzi6cOJFgURAqlQo9evTAoUOHDNtOnjyJ5557DhEREXj66afx22+/GdXp1asXQkNDjT6XL1+26Pj24qzPtAmQwF9XE/66mkbLWBUm7xZpTEwqcnI0EAUJEgNrAg0bchkrIiIiM1i0YLxMJkHXriHo2jUEixbp8M8/1/H77zFo3fpXBAd7YtCg+hgxohGqVfMqtq3c3FxMmDABV65cMWxLTEzEK6+8gueffx6ff/45zp07h/feew8BAQFo164dtFot4uLisGLFCtSoUcNQz9fX15LTsRtnHWkzR2CgG/z9XZGUlIPLl1PQpEmAvUMiIiJySiUa6lCptNiy5Sp+/fUCVq++DH9/N/TsWQtXrqSgYcNlmDv3+GPrx8TEYODAgbhx44bR9n/++Qf+/v4YP348atSoge7du6N3797YtGkTAODWrVtQq9Vo0qQJAgICDB+ZzKIc1C4yMtTIyHC+1RAA/TJW+xTLsU+xvMAyVo8SBMEw2nbu3H1ItWq027kUmDKFy1gRERGZwaIsZ8OGK1iz5jL++OMqFAoJ+veviw0bnkHr1sGGMvPmncD77+/BmDFNi2zn8OHDiIqKwltvvYXw8HDD9ujoaNSvX79A+YwM/eLqMTExqFSpElxcin6eytHdu6cfZVMqZU63GoIWGhxQ/AgAaK56ttjyDRpUwJ49t3H7dgbS72eh3a5lwC4AI14H5HIbR0tERFQ2WJS0DRv2J3r3ro2VK3ugU6fqkEoLDthFRlbE+PGRj21n0KBBhW4PDg5GcPDDBDA5ORmbN2/G2LFjAQCxsbGQy+V49dVXcfbsWdSsWRNvv/02mjRpYva5CIJl5c2t96j8z7MJgnG7lsZk7bJFlRces7+w8p6eClSv7oW4uAe4eDHZuKxQsG5J+5YKYt/aDvvWdti3tsO+ta3C+tcafW1R0paQMAoPHuQiNTXXkLCtXn0RbdpUNTxUHxVVCVFRlUocYE5ODsaOHQt/f388+6x+VOfatWtIS0vDgAEDMG7cOKxevRrDhg3Dli1bUKmSecf08/O0KC5L6+XJztZPmRIc7Al//4dtKZUKiGLxP1mlUm5yeXPKmlJeBq1RvKa0HxERiLi4B7h0KcWwzc/PA3Av+BJGSfuWisa+tR32re2wb22HfWtb1u5fi5K2/fvj0bv3Brz1VjN8/HErAMDs2cfx6qvb8McffdGqVRWrBJeZmYlRo0YhLi4Ov/zyC9z+myJi2rRpyMnJgYeHBwBgypQpOH78ODZu3IjXXnvNrGMkJ6fDnCnnBEH/QzC33qOuXNGPOPn5uSApKR2CIMDPzwNZWSpkZT3+OTEAyMqS/fdn8eXNKWtKeRVUgDsKlHlc+9WqeUAulyAlNcewLTk5A2K2zvC9tfqWCmLf2g771nbYt7bDvrWtwvo3b1tJWJS0TZiwEx98EIV33okybNu3bxCmTz+EN9/cjiNHhpQoKED//NrLL7+MGzdu4IcffjB6S1QmkxkSNkD/sHtISAgSEsyfckQUYdEFa2m9PHm3RwMDlUbtWNKuOeWt0bb4mP1FtS+XS1G3ri+unbtjVLbQ9kvYt1Q09q3tsG9th31rO+xb27J2/1r09ujly/fRv39oge0DB4bi3LmSrzOp0+kwZswY3Lp1Cz/99BPq1KljtH/IkCGYO3euUflLly4hJCSkxMcuLXfv5q2G4FxztJVE3kS7REREZD6LkrZ69fywevWlAts3bYpFrVo+JY0Ja9aswaFDh/DJJ5/Ay8sLiYmJSExMRGpqKgCgQ4cOWL58Of79919cvXoVU6dORXp6Ovr06VPiY5eWvLdHy/IcbY+qVs0Tbq5Se4dBRETklCy6Pfrpp63Rq9d6bNsWh2bNggAAp04lYs+e21i7tleJg/rrr7+g0+nw6quvGm1v0aIFfvrpJwwfPhy5ubn45JNPkJSUhLCwMCxbtszolqmjezjS5nxJmwwKDM76zvC1qSQSAdXqBqD56XHo/UwtvOrqaqsQiYiIyhyLkrYuXWrixImhWLr0DC5cuA+5XILw8EAsWNAJISE+FgVy6dLDkbslS5Y8tqwgCHjttdfMfunAkTjzaggSSFFJV8+iunXq+WH16aq4ukeCF3WAjCtZERERmcTiJQQaNvTHrFntrRlLuZGZqUZ6un41gPL0TBugn+LE3V2O+/dzsGdPPNq3Dy6+EhEREVmWtKWm5mDWrKM4cuQu1GodxEdejdi+vfhZ8suzvFE2/WoIzrcigBZqHJOvBQA0U/czq65c1OBT3wO4lZmBTWtDmLQRERGZyKKkbciQLThy5C4GD64PLy/nXUrKXhIS9NN9BAUpITjhdNRaaLDbZREAIFz9jFl1JVoN3ri1CgBQeWtbqFQdoFDw5QQiIqLiWJS0/fPPDeze/SyaNy/5igflkTM/z2ZNaQ/U2L37Njp2rGbvUIiIiByeRY+BV6niAYnE+UaIHEV5nKOtKBs3xto7BCIiIqdg0UjbjBlt8frr/2Dq1FaoXdunwO2tatW8rBJcWVDY7c+8kTb9YvFCkeXKgz//jINKpYOLizTfArvGffHoM5NERETlkUVJW79+GwEA3brpH0bP+yUriiIEQYBWO8FK4Tk3Hx8l5PKCz2ulpurfHA0J8YG/v/PMLWdtlSu5I+aOCsePJ6Fnz1qG7X5+xn2iVmuRmppV2uERERE5FIuStmvXXrF2HGWOIAiQy6WYOfMQMjKMF1Hft+82AODAgXhMmbIXABAY6IZRo5qhPA241azpiZg79zF58h4cO3YHggAolQpkZakMa7V5eMgxcWIUBEHgiBsREZVrFiVt1at7AwDOnUvC5csp6Ny5OhISslCzpne5vc1XlIwMNTIzjZO2Bw/0I21yuWDYl5npfFN/lFTt2r7Ytv8+Ll68j7S0XMjlEoiigKwsNRcwJiIieoRFLyKkpOSgY8fVCAv7AQMG/I6EhCy8+eYONGq0HNevp1k7xjInI0OftLm7m74ElCORQYGB2V9hYPZXZi1jBQAamQIrX50H7NiBwGq+8PSUQ6XS4dq1BzaKloiIqGywKGkbN2473N3lSEoaDTc3/WDdkiVPo2pVT4wbt92qAZY1KpUWKpUOAJxyYl1Av4xVNW04qmnDIYF5c6yJEilu1moGtGsHQSZD3bq+AIDLl1NsESoREVGZYVHStnXrNXz2WTR8fB4u+B0QoMRXX7XDrl23rBZcWZR3O1Qmk0Ch4MKboaH6pC02NhUajc7O0RARETkui7OGnBxNgW2JidmQy5mIPE5e0ubhIXfa5/+00OCEfANOyDdAi4LXweNItBpE7F8DzJsHiVaDSpXc4eGhv0V6/TpvkRIRERXFogxr0KD6eOONHTh3LgmCoH+YfseOGxg58m88+2yotWMsU/LeJHXWW6OAfu3Rf13m4F+XOdBCXXyFfKRaNTpumAmMGQOpVg1BEFCnjg8A4PLlVOsHS0REVEZYlLTNmNEWUVEV0azZT8jIUCEs7Ad07rwGTz1VDTNmtLV2jGVK3kibu7vzJm3WlvdcW0xMKrRa3iIlIiIqjEVTfigUUsya1R6ffNIaV6+mQaPRoVYtH3h4OOfbkKWpLIy0WVuVKh5QKmXIytIgLu4BKlUq32uyEhERFcaipG337psFth0/nmD4uk2bqpZHVMZxpK0giUR/i/TUqSScP5/MpI2IiKgQFiVt7dqtKnS7i4sMlSq54+pVrphQFI60Fa5OHV+cOpWES5dS0L59sNO+pEFERGQrFiVtOt1Eo++1Wh1iY1MxZsy/GDy4vlUCK6vykjaOtBmrWtUTrq5SZGaqcft2BoKDPe0dEhERkUOxyvwcUqkEdetWwFdftcOHH+6zRpNlVv4pP+ghqVRA7do+AIBLlzjRLhER0aOsOqnavXvZSE3NtWaTZYparUNurhaAc4+0yaBAn+zP0Cf7M7OXsdLKFFg7Yhbwxx/QSI37oG5dHwDAlSupXByeiIjoERbdHn3xxa0FtqWnq7Bt23UMGFC3xEGVVQ9XQxDg4mLe8k+ORAIpammfsKiuTiLF1fqtgO5REI/uBfLN81a9uhcUCikyMtS4cycTlSt7WCliIiIi52fRSJsoikYfAPDzc8OsWe0wf34nqwZYluR/no0P2hckk0kMy1rxFikREZExi0bali3rau04yoWMDBUAOP18dlpocEH2DwCgvqajWXUlWg0aHv0DWH4BEm2NAvvr16+AM2eScOVKKtq1C7ZGuERERGWCRUnb1Kn7TS770UdPWnKIMqmszNGmhRpbXb8EANTNMG8FDKlWjW6rPwFWA9L3/8ajl2Dt2j6QyyV48ECFhIQsp09wiYiIrMWipO3KlVT89tsl+Pm5ITIyCC4uUpw6lYiYmFS0bFnZsGi8IAAffWTVeJ0a52grnlwuRc2aXrh8ORVXrqSiVi0fe4dERETkECxK2lxcpBg8uD4WLOgEufzhA/WTJu3E/fs5WLKki9UCLEvKykibrdWt64vLl1Nx+XIKnn66ur3DISIicggWvYiwatVFvP12C6OEDQBeeaUJVq68aJXAyiKOtJmmVi1vSKUCUlJyce9etr3DISIicggWJW1Vqnhi69ZrBbavWXMZISE+JY2pzOLEuqZRKKSoUcMLAHDhQrKdoyEiInIMFt0enT49GgMHbsIff1xFeHgARBE4cuQuTpy4h02b+lg7xjKDS1iZrm5dX8TGpuH8+fv2DoWIiMghWDTS1qdPHRw/PgSNG/vj/PlkXL/+AO3aVcXlyy+hbduq1o6xTMi/GgJH2opXq5Y3JBIgMTEbly4xcSMiIrJ4GavGjQPw1VftsWJFd6xc2QNTpjyJihXdLWpLpVKhR48eOHTokGHbzZs3MXz4cISHh6Nbt27Yu3evUZ39+/ejR48eCAsLw9ChQ3Hz5k1LT6VUlJXVEAD9MlY9sz9Cz+yPLFrGauMLnwKrVxdYxio/V1cZqlXT3yJdu/ZyieIlIiIqCyxeEeHTTw/C338eAgLm4fr1BxgyZAtee20bcnM1ZrWVm5uL8ePH48qVK0btjx49Gv7+/li7di2eeeYZjBkzBvHx8QCA+Ph4jB49Gn379sWaNWtQoUIFjBo1yqHXq8z/5qizr4YggRSh2nYI1baDBOYloDqJFJebPAUMGABR+vi783lrka5de+Wx5YiIiMoDi5K2adMOYMWK81i+vIth1GjYsIb4++84TJq0y+R2YmJiMHDgQNy4ccNo+8GDB3Hz5k1MnToVtWrVwquvvorw8HCsXbsWAPDbb7+hUaNGePHFF1GnTh1Mnz4dt2/fxuHDhy05nVLBN0fNV7u2DwQBOH48AXFxD+wdDhERkV1ZlLQtX34OCxd2Qo8etSCR6EeNOnWqgR9+6IrVqy+Z3M7hw4cRFRWFVatWGW0/deoUGjRoAKVSadjWrFkznDx50rA/MjLSsM/NzQ0NGzY07HdEZWmONh20uCTdiUvSndBBa1ZdiU6Luqf/BX77DYL28aOySqUc1avrb5Fu3nzVwmiJiIjKBoveHk1IyETlyh4Ftvv6uhhGlEwxaNCgQrcnJiYiMDDQaJufnx/u3r1r0n5zmHunMq98cfXylxME43VHTa1rbkzWLltUeS1U2OQ2FQDwRuZms9qXaVV4ZsUHwApA9v7fEITCL8G8dho0qIC4uAf4449rGD06zLzgycDU65bMx761Hfat7bBvbauw/rVGX1uUtD31VHXMmHEECxd2NgSSnq7C++/vRfv2JX97NDs7GwqF8QPuCoUCKpXKpP3m8PPztChGU+splQqIooDcXB0AwNfXFUplwYf3lUq5Ufni2zW9vLXbluUbXVMqFWa1L5cZ11WpC16C+fsnIiIIW7bE4ejRBOTkAMHBlv28SM/S652Kx761Hfat7bBvbcva/WtR0vbddx3Rt+9GVKz4HbKzNejVawNu3HiA6tW98PvvJZ+nzcXFBampqUbbVCoVXF1dDfsfTdBUKhW8vLzMPlZycjrMeX9BEPQ/hOLqCYIAPz8PZGWpkJWlRmpqDgBAoZAgK6tgcpmVJfvvT3354phT3tptq6AC3FGgjCnty/P93LKyVMhS64z2K5UKo/5xd5ejVasq2LfvNn788QxGjmxcbPxUkKnXLZmPfWs77FvbYd/aVmH9m7etJCxK2nx9XXD48AvYvv0GLlxIhkajQ2hoBXTuXMPwjFtJBAUFISYmxmhbUlKS4ZZoUFAQkpKSCuyvX7++2ccSRVh0wZpaL69c/ol1i6tnbjzmlLdG2+Jj9pt7bvm/zz90nLddFIF+/epg377b+OOPa3jlFSZtJWHp9U7FY9/aDvvWdti3tmXt/rXoRYSGDZfjxIkEdOhQDaNHR+CNN5qhS5eaVknYACAsLAznzp1DTk6OYduxY8cQFhZm2H/s2DHDvuzsbJw/f96w3xFxCSvL9e1bBwBw8OAd3LuXZedoiIiI7MOipE0qFaBS6YovaKEWLVqgUqVKeO+993DlyhUsWrQIp0+fRv/+/QEA/fr1w/Hjx7Fo0SJcuXIF7733HoKDgxEVFWWzmEpCo9EhJ0f/LFdZeHu0tFWv7m1YLm3z5oJr3hIREZUHFt0e7d49BJ06/YYePUJQo4Y3XF2NJ1j96KMnSxSUVCrFd999hw8++AB9+/ZF9erVMW/ePFSuXBkAEBwcjG+//RafffYZ5s2bh4iICMybN89hJ63NuzUqlQoF+opM06tXCE6eTMTGjbEYMaKhvcMhIiIqdRYlbWfOJKFZsyDcuZOJO3cyjfYJAvDRR+a3eemS8fxu1atXx4oVK4os37ZtW7Rt29b8A9lB/lujjppYmkMKObrkvG342hxaqRxbBk5Gt661oL0qh/ETckXr06c2pk49hAMH7iA+PqPQKWeIiIjKMpOTtjZtVuL333vDx8cVO3Y8CwDIzlbDzY23+4qT/yWEskAKGRppulhUVyeV4VxkD3QbHgXdx3sBmDavX3CwJ6KiKuLQobvYsCEWo0Y57vOLREREtmDyM217996CSmU8+31Q0HxcvZpq7ZjKHL6EYB19+9YGAKxfH1NMSSIiorLHohcR8jjyAu2OpKyNtOmgRaz0IGKlBy1axirkwj5g8+Zil7F6VM+eIZBKBZw6lYTY2FSz6hIRETm7EiVtZJqHI20FV0JwRhqosN7tfax3ex8amLcKhVSjQr9lE4AePSDTmr7kGQD4+7uhbdtgAMC6dRxtIyKi8oVJWynIW3e0rIy02VPeLdJ162I40ktEROWKWW+Prl59CV5eLobvtVoR69dfQUCA0qjc0KGckiE/PtNmPd261YCbmwyxsWk4cSIRTZsG2jskIiKiUmFy0latmhdmzTpqtC0oSIm5c08YbRMEgUnbI8raM2325OGhQLduNbB2bQxWrbrEpI2IiMoNk5O2uLiRtoyjzMq/GgJH2qxj4MC6WLs2BuvXx2Lq1Cfh4sIJi4mIqOzjM202lvc8G1dDsJ42baqgUiV3pKbmYtu26/YOh4iIqFQwabOx9PSHt0bLwmoIjkAqlaB/f/0i8qtXX7ZzNERERKWDSZuNpafrR9rK0q1RKeR4KnccnsodZ9EyVv/0ngjMnQut1PI+GTiwLgDgn39uIikp2+J2iIiInAWTNhvLP9JWVkghQ4S6NyLUvSE1c/lanVSGE0/2B0aPhk5q0dK3AIDQUF+EhwdAo9Fh7dorFrdDRETkLJi02VjeM21laaTNUTz3XCgA4JdfLnHONiIiKvOYtNlYWbw9qoMWN6QncUN60uxlrASdFlVjjwE7d0LQmVf3Uf361YabmwwXLtzHsWP3StQWERGRo2PSZmNlcY42DVRY7TYeq93Gm72MlUyjwnMLRwPt20OmMa/uo7y9XdCzZwgAYMWKCyVqi4iIyNExabOxhyNtZWPdUUfzwgv1AAAbNsQa+pqIiKgsYtJmY2XxRQRHEhVVEXXq+CArS4P167mIPBERlV1M2mwoN1eD7GwNgLL1TJsjEQQBgwfrR9tWrLhotN3UDxERkTOwfM4FKtbdu5kAuBqCrQ0cWBeffXYYJ08m4vjxe+jQoQbkctP7W63WIjU1y4YREhERlRyTNhuKj9cnbVwNwbb8/d3wzDO18NtvV7BkyVk8/XQtzJx5yPASyON4eMgxcWIUBEHgtCFEROTQmLTZ0J07GQD4PFtpePnlRvjttyvYsCEWCQmZyMhQIzOz+KSNiIjIWTBps6H4eH3SVtaeZ5NChja5Iw1fm0MnlWFntzFo164atA+sd/lFRASiWbNAHDt2D4sWnbZau0RERI6CLyLY0J07D2+PliVSyNFC/RxaqJ+zaO3RI+1eACZNgk5m3X556aVGAIAFC05Bq9VZtW0iIiJ7Y9JmQ2V1pM1R9eoVgoAAN8THZ+DChfv2DoeIiMiqmLTZUFkdadNBizuSi7gjuWjRMlYVb54Hjhwp8TJWj1IopBg2rAEA4PDhBKu2TUREZG9M2myorI60aaDCz8pR+Fk5yqJlrIZ8+yLQokWJl7EqzLBhDSCTSXDzZjoSEjiNBxERlR1M2mwob6StrCVtjqxiRXf0718XAHDiBBeRJyKisoNJm42oVFokJWUDANzdue5oaRo7NgIAcOHCfWRlaewcDRERkXUwabORe/f0t+YkEgFublwNoTS1bFkZlSq5Q6sVceZMkr3DISIisgombTZy964+afP05GoIpU0QBLRoEQQAOHnyHrRarnRARETOj0mbjeQ9BO/hwVuj9tCokT+UShnS09W4dInTfxARkfNz2KRt3bp1CA0NLfCpV68eAOD1118vsG/Hjh12jvqhvMXiPT35EoI9yGQSNG0aCAA4ciSB64oSEZHTc9hlrLp164bo6GjD9xqNBsOGDUO7du0AALGxsZgxYwZatmxpKOPt7V3aYRapLI+0SSFDS9VQw9fm0Ell2NfxJbRqFQyt1raXX1hYAA4evIvExGzcuJGO6tW9bHo8IiIiW3LYpM3V1RWurq6G7xcuXAhRFDFx4kSoVCrcunULjRs3RkBAgB2jLNrDkbaymLTJ0Uo13KK6Wqkc+zu/glaToqD7eC8A2y3q7uYmQ+PGfjhxIhFHjiQwaSMiIqfmsLdH80tNTcX333+PCRMmQKFQ4OrVqxAEAVWrVrV3aEXKG2nj7VH7atYsCIIAxMU9MLzRS0RE5IwcdqQtv19//RWBgYHo0qULAODq1avw8PDA22+/jcOHD6NixYoYO3Ys2rZta3bb5r7YmVe+uHp5CYKnp8LiY9iivDXaFqFDsnAdAOAnVjerfUHUwe/uVeCcB6DTFVn+0X42Ne785QUB8PV1QWioLy5eTMHRowno3r3mY49TVpWX87QH9q3tsG9th31rW4X1rzX62uGTNlEU8dtvv+Hll182bLt69SpycnLQunVrjBw5Etu2bcPrr7+OVatWoXHjxma17+fnaVFcxdVr164a0tJUqFPHF6Y8A69Uyv/7UwFRLP4na055a7etQjaWCS8BAN4Tt5nVvlyVjRenDwK+Arw/2QlRKHj7WKlU5Pta37afn0excT/aRl4s0dHBuHgxBRcvpqBz5xrw9nYpcfvOytLrnYrHvrUd9q3tsG9ty9r96/BJ25kzZ5CQkIDu3bsbto0aNQpDhgwxvHhQr149nDt3DqtXrzY7aUtOTjcpqcojCPofQnH1pkyJwpw5HTB16j5kZRX/3FZWluy/P1VWL2/ttlVQAe4oUMaU9uWqh+uNZmWpkKXWGe1XKhXIynpYRhD0nZycnGHSG6CCIMDPz8MoFh8fBapW9cDNmxnYu/c22rcPtrh9Z2XqdUvmY9/aDvvWdti3tlVY/+ZtKwmHT9r27NmDyMhIozdDJRJJgTdFQ0JCEBMTY3b7ogiLLlhT6gmCYFH7tixvjbbFx+wvrv3Hlc8/dJy3Pf+f5p5n/vLNm1fEzZsxOH06ES1bVoKLi7RE7Tur8nKe9sC+tR32re2wb23L2v3r8C8inD59Gk2bNjXa9u677+K9994z2nbx4kWEhISUZmjkRGrW9IKfnytUKh1OnUq0dzhERERmc/ik7cqVK6hdu7bRtg4dOmDTpk3YsGEDrl+/jrlz5+LYsWN44YUX7BQl2ZogCCZ/iqofGalf2ur48XvQanWFliMiInJUDn97NCkpCV5exvNrde7cGf/73/8wf/58xMfHo06dOli8eDGCg4OLaIWclUIhgVarg5+fe4nbql+/AvbujUdGhhoXL6agYUM/K0RIRERUOhw+aTt9+nSh2wcMGIABAwaUcjRU2uRyKaRSCWbNOoT09OJfoggMdMOoUc0KfbU6b2mrPXtu48iRBDRoUMEGERMREdmGwydt5HikkCFSNdDwtTl0UhkOtxmMFi0qQSsxvW5GhhqZmcUnbZmZj5/MOCzMHwcP3kFSUjbi4h6gUSN/k2MgIiKyJ4d/po0cjxRytFO9hnaq1yCFeSs+aKVy7OoxFpgxAzpZ6a8W4eoqQ5Mm+kTtyJGEUj8+ERGRpZi0UbnTtGkgBAG4cSMdd+5k2jscIiIikzBpI7OJ0CFNuIs04S5EmPcWpiDq4HU/HoiLA3T2eYPT29sF9erpn2fbvz/eLjEQERGZi0kbmU2NXHzvPgjfuw+CGrlm1ZWpc/Hq532BmjUh15hX15qaN9dP/3HuXDKuXUu1WxxERESmYtJG5VJgoBI1anhBFIFZs47aOxwiIqJiMWmjcqtFC/1o29KlZ5GUlG3naIiIiB6PSRuVW1WreqJSJXdkZ2uwdOlZe4dDRET0WEzaqNwSBAGtWlUGACxefNakeeCIiIjshUkblWv161dASIg3UlJy8euvl+wdDhERUZGYtFG5JpEImDixOQBg/vxT0Gi4kDwRETkmJm1kNgmkCFc9g3DVM5BAalZdnUSKEy37AaNGQScxr66tDB/eEP7+rrh5MwMbN8baOxwiIqJCMWkjs8mgQEfVG+ioegMyKMyqq5Up8E+fScC8edDKzKtrK25ucrz8cmMAwNy5pyCKop0jIiIiKohJGxGAF19sCKVShnPnkrFjxy17h0NERFQAkzYymwgRWUhFFlIhwsxRKVGEW0YKkJgIONCIVoUKbhgypD4AYN68UxAEocgPERGRPTBpI7OpkYPvPPriO4++UCPHrLpydQ7GTO0KBAZCrjavri0oFBJotTr4+bnj/fdbQiaTYM+e24iLy4C/v0ehHx8fpb3DJiKickhm7wCI7Ekul0IqlWDWrENIT1ejQYMKOH06CcOGbcGAAXULlPfwkGPixCgIgsBn34iIqFRxpI0IQEaGGpmZakREBAIALly4j1u30pGZqTb6ZGRwAl4iIrIPJm1E+QQEuKFmTf1C8kePJtg7HCIiIgMmbUSPaNGiIgDg7NlkZGSo7BwNERGRHpM2okcEB3ugShUPaLUijhzhaBsRETkGJm1EjxAEAS1bVgIAnDqVyIXkiYjIITBpI7NJIEVD9dNoqH7aomWszjbrBgwb5jDLWBWmenVPVKyohEYj4tgxjrYREZH9MWkjs8mgQNfcd9A19x2LlrH689mPgOXLHWYZq8IIgoAnntCPtp04kYjsbI2dIyIiovKOSRtREWrV8kZAgBvUah2fbSMiIrtj0kZmEyFChWyokG3RMlZyVTaQmelQy1gVRhAEtGpVGQBw/HgCn20jIiK7YtJGZlMjB3M8umOOR3eLlrF6c3J7wMPDIZaxKk6tWt6oVMkdGo2Igwfv2DscIiIqx5i0ET2GIAho3Vo/2nb6dBLS0nLtHBEREZVXTNqIilG9uheqVvWEViti585b9g6HiIjKKSZtRCaIjtaPtp08mYjjx/lSAhERlT4mbUQmqFzZA/XrVwAAvPHGdogO/hIFERGVPQ6dtG3btg2hoaFGn3HjxgEAzp8/jwEDBiAsLAz9+vXD2bNn7RwtlXXR0VUgk0mwd+9tbNwYa+9wiIionHHopC0mJgbt27fH3r17DZ9PPvkEWVlZGDlyJCIjI7Fu3TpERETg1VdfRVZWlr1DpjLMy0thmALk448PIiuLU4AQEVHpceikLTY2FnXr1kVAQIDh4+XlhS1btsDFxQVvv/02atWqhQ8++ADu7u7YunWrvUMuFySQoq6mDepq2pi9jJUokeJS4w5A//7QCQ59+RWqVatKqFrVE7duZWD69CM2OYYgCCZ/iIio/HDo35qxsbGoUaNGge2nTp1Cs2bNDL+0BEFA06ZNcfLkydINsJySQYFeOVPQK2eK2ctYaWQK/D7kM+C336CVu9goQtuRy6VYuLATAGDRojNWn7vNx0cJf38Pkz8+PkqrHp+IiByXzN4BFEUURVy7dg179+7FwoULodVq0aVLF4wbNw6JiYmoXbu2UXk/Pz9cuXLF7OOYO1iRV764evnLWXoMW5R3pFgeV76w7Y4QuyAAXbuGYNCgUPzyyyW88cZO7NzZH0ql3LyDFdq2ALlcilmzDiEjo/hbrx4eckyYEAWJRCj2xQhTr1syH/vWdti3tsO+ta3C+tcafe2wSVt8fDyys7OhUCjwzTff4NatW/jkk0+Qk5Nj2J6fQqGASqUy+zh+fp4WxWdqPaVSAVEs/ieV90vfFuVt2bYtyiuVCpPL2iv2efM6Ydeu27h27QE+//wYvvuuU7F1TaXTCSbFotPpy/j5eZjctqXXOxWPfWs77FvbYd/alrX712GTtipVquDQoUPw9vaGIAioX78+dDodJk2ahBYtWhRI0FQqFVxdXc0+TnJyullLYAqC/odQXD1BEODn54GsLJVJD6xnZcn++9P65a3dtgrZmO3eHQDwRuZmuJvRvlyVjdEftwbGAOr3/0aW2vgSVCoVyMp6+LO1Zb9YUl4Q9D90rVaDWbOi8dxzf2L+/FMIDfXB4MH1iq3/+LbNu2byYklOzjBppM2U65bMx761Hfat7bBvbauw/s3bVhIOm7QBgI+Pj9H3tWrVQm5uLgICApCUlGS0LykpCYGBgWYfQxQtW7fc1HqWtG/L8tZoW3zM/uLaf1z5/EPHhR7XAfoxr4woAh06VMPbb0fiyy+P4u2396BuXV9ERgaZd9AijmFuLKaeq6XXOxWPfWs77FvbYd/alrX712FfRNizZw+ioqKQnZ1t2HbhwgX4+PigWbNmOHHihGF0QRRFHD9+HGFhYfYKl8qp8eObonv3mlCpdBg+/G/ExKTaOyQiIiqjHDZpi4iIgIuLCyZPnoyrV69i165d+PLLL/Hyyy+jS5cuePDgAT799FPExMTg008/RXZ2Nrp27WrvsKmckUgEfPttezRoUAH37mXhmWd+x4UL9+0dFhERlUEOm7R5eHhgyZIluH//Pvr164cPPvgAzz77LF5++WV4eHhg4cKFOHbsGPr27YtTp05h0aJFUCo5/QGVPg8POdas6YGGDf2QmJiNPn024ciRu/YOi4iIyhiHfqatTp06WLZsWaH7mjRpgvXr15dyRESF8/d3w/r1PfHcc1tw/Pg99Or1O956qyneeisCcrl5ExATEREVxmFH2oicjY+PC9as6Y5+/WpDqxUxc+YxdOmyAX/9FccF5omIqMSYtJHZJJCipiYKNTVRFi1jFVvvSaBbN6dcxqo4Hh4KzJ//FBYufAre3gqcOZOEIUP+Qvv2a7Bo0RncupVu7xCJiMhJlb3fmmRzMijQL2c6+uVMt2gZq3UvfgVs3uyUy1iZqk+f2ti//zmMHRsODw85zp+/j8mT96Np01/Qvv0avPfeXmzYEIM7dzLtHSoRETkJh36mjciZBQS44cMPozB2bDhWr76MP/64ikOH7uLcuWScO5eMJUvOAQCqVfPEk09WQufONdCvX6idoyYiIkfFpI3Ixnx8XDByZGOMHNkY9+5l4eDBOzh48K4hgbtxIx03bqRj5crLeO21f1G3rg8aNfJHlSruELgwIBER/YdJG5lNhWx8594PADAqcy0A06dakauy8cYH3YApEsjf3IDydgkGBirRq1ct9OpVCwCQnq7CkSMJ2LHjJv755wZiY9Nw9mwyzp5NRlCQEu3aBaNqVa4NSEREfKaNLKQRcqARciyqq1DnAFlZVo7IOXl6KtChQ1VMm/YkDh58HseODUFERABkMgEJCVlYteoyNm6MRUaGqvjGiIioTGPSRuRAmjYNQq9etfDKK40RFuYPQQCuXEnFDz+c5xJZRETlHJM2Igfk7i5Hp07VMXRoAwQFKZGdrcWGDbHYvv0mdDrO+UZEVB4xaSNyYAEBbhg0KBSRkUEAgOPH72H9+hioVFo7R0ZERKWNSRuRg5NKJWjXLhjPPBMCmUzAtWsPsHLlJT7nRkRUzjBpI7KAIAgmfaypTh1fPPtsKNzcZLh3LxvLl5/H7dtcYYGIqLwoX/MtkFUIkCBYG2b42hyiIMGNkAhUq+oF0QmXsVIoJNBqdfDzczepvFqtRWqq9d6UrVTJHYMH18OqVZeRnJyDtm1XYe3aHqhc2bR4iIjIeTFpI7PJ4YLnsr+2qK5G7oJVr83HpElR0Hy8F8hVWzk625LLpZBKJZg16xDS0x8fu4eHHBMnRkEQBKsuGO/j44LnnquL3367gtjYVPTu/Tt+/70XKlZk4kZEVJY531AHkQPIyFAjM/Pxn4wMfVJn6q1Uc26nenu7YPjwBggJ8UZc3AMMGLAZSUnZtjpdIiJyABxpI7IRc2+lmsvb2wX//jsQrVr9gkuXUvDss1uwbl0PeHu72OR4RERkX0zayGwqZON790EAgFcyf4G5y1iN/rgv8KUM8pG/oCxfgubcSgWAwEA3jBrVDOa8v1CjhjfWru2Jnj034syZJDz//J9Yvbo7PDzkJYiciIgcEW+PkkWyhTRkC2kW1VVmpgJJSdYNyIGZcitV/9FY1H7t2j747bfu8PFxwdGjCRg2bCtycixri4iIHBeTNqIyoGFDP6xc2Q3u7nLs2ROPl17axgl4iYjKGCZtRGVE06aB+OWXLnBzk2HbthsYNWo7tFqdvcMiIiIrYdJGVIa0bFkZy5Z1hlwuwe+/X8Vbb+3iWqVERGUEkzYiJ/fotCFPPVUN33/fCVKpgJUrL+ODD/bbO0QiIrKCsvvqHlEZ97gpRYYNawypVIqhQ7dgyZKz8PdXYvr0aHh7K626QgMREZUeJm1kNgESBGlDDV+bQxQkuBNcH5UqujvlMlaOxJQpRbp3r4k//riGL744jHPnkrBpU1+rr9BARESlg781yWxyuGBI9nwMyZ4POcybyFUjd8GKccuAI0egkXMSWGt43JQi9epVQLt2wQCAP/64itmzj9k5WiIishSTNqIyLjIyCK1aVQIAvPnmDvz00wU7R0RERJZg0kZUDrRsWQlt2+pH3CZM2MXEjYjICTFpI7OpkYNFyuexSPk81Mgxq65cnYOR03sDNWpApjKvLllOEAR061YTY8ZEQBSBCRN249tvT9o7LCIiMgNfRCCziRDxQJJg+Nq8yiK8U+4CKYBgbl0qEUEQMGdOB0ilwOzZJzBt2iGkpuZi8uQWEMxZ8JSIiOyCI21E5YggCJg8OQoffRQFAPj225OYOHEPV04gInICTNqIyhlBEDB2bAS++qotJBIBP/10Aa+9th0qlc5okl4iInIsDp20JSQkYNy4cWjRogWio6Mxffp05ObmAgA++eQThIaGGn1WrFhh54iJHJdc/nAyXn9/D7z1VnOsWtUDcrkEGzfG4vnn/4QgSOHv7wF/fw/4+CjtHTIREeXjsM+0iaKIcePGwcvLCz///DPS0tLw/vvvQyKR4J133kFsbCwmTJiAPn36GOp4eHjYMWIixyaXSwqdjPe550KxevVl7NlzC3XrLsGgQaGoXt0LEydGcSJeIiIH4rAjbVevXsXJkycxffp01KlTB5GRkRg3bhz++OMPAEBsbCwaNGiAgIAAw8fNzc3OURM5vkcn4w0KUuL550Ph5aXA/fs5WLz4LM6eTbZ3mERE9AiHTdoCAgKwePFi+Pv7G23PyMhARkYGEhISUKNGDfsEV84JEOCnrQ4/bXUIMPPZJ0FAUlBNoEEDiObWJZvx93fD4MH1UKmSO3JytPjppwv44Yez9g6LiIjycdjbo15eXoiOjjZ8r9PpsGLFCjzxxBOIjY2FIAhYsGABdu/eDR8fH4wYMcLoVqmpzH3eOq98cfXyl7P0GLYob422FXDFiznL/itgXvsahSuWTfgVkyZFQfPxXgjqwtfMLKwdR+pHc8s7UixFlffwkOPZZ+vizz/jcOlSCoYP34pRo8Lw4YctIJM57P/v7M7UfxPIfOxb22Hf2lZh/WuNvnbYpO1RM2bMwPnz57FmzRqcO3cOgiAgJCQEL7zwAo4cOYIPP/wQHh4e6NSpk1nt+vl5WhSPqfWUSgVEsfiflFIpt1l5W7Zti/JKpcJhYilJeUeKxbje48s/+2wo9u69je3bb+K7707h8uVUrFzZA35+fPzgcSz9t4SKx761HfatbVm7f50iaZsxYwZ++OEHfP3116hbty7q1KmD9u3bw8fHBwBQr149xMXF4ddffzU7aUtOToc5z1kLgv6HUFw9QRDg5+eBrCwVsrIKH03KLytL9t+f1i9vy7atXV6pVCArS+UQsZS0vCPFoudmcvk2bargtdfCMXz4n/jnn+to1uxHLF/+NBo18jPhOOWLqf8mkPnYt7bDvrWtwvo3b1tJOHzSNm3aNPz666+YMWMGnn76aQD6hCgvYcsTEhKCgwcPmt2+KMKiC9bUepa0b8vy1mhbjRyscHsdAPBC9nwAyseWz0+uzsGIWS8By90g6z0boig17Ms/dFxYO47Uj+aWt3csjw7LF1deFIEBA0JRsaIbhg7diri4B+jefQO++aYd+vSpXUSd8v0vv6X/llDx2Le2w761LWv3r0M/qDJ37lysXLkSX331Fbp3727YPnv2bAwfPtyo7MWLFxESElLKEZZPIkQkS68jWXrdomWs/BOuAefPcxkrB6ZQ6Od0i46uhmPHhqBz5xrIytJg5Mh/8PHHh+Dh4WqYz43zuhERlQ6HHWmLjY3Fd999h5EjR6JZs2ZITEw07Gvfvj0WLVqEJUuWoFOnTti7dy82bNiAH3/80Y4RE5UdcrnUaE63qKggZGaqsG9fPObOPYE1ay6hf/86hufcPDzknNeNiMjGHDZp+/fff6HVajF//nzMnz/faN+lS5cwe/ZszJkzB7Nnz0aVKlUwa9YsRERE2ClaorIpb043AGjZshKCgpT488843L2bhYULz6Bz5+qoX7+CnaMkIiofHDZpGzlyJEaOHFnk/o4dO6Jjx46lGBERhYR4Y+jQ+ti8+Rpu3crA5s3XcOPGA3TvzkcTiIhszaGfaSMix+PpqcDAgXXxxBMVAQBnziRj/vxT+Ouva3aOjIiobGPSRkRmk0gEtG5dBQMH1oW3twJpaSp06bIWb7yxE2lpufYOj4ioTGLSRmYTIMBLFwQvXZBFy1il+VYEqlfnMlZlQLVqnhg2rAFatKgIQQB++eUioqNXY+vWOHuHRkRU5jBpI7PJ4YqRWb9iZNavkMPVrLpquSsWvbcBiIuDRmFeXXJMCoUUXbvWwO7dzyEkxBt372Zh6NC/8PzzW3DlSoq9wyMiKjOYtBGRVbRuHYydOwdg7NhwyOUS/PvvTbRtuwYTJ+7GrVvp9g6PiMjpMWkjIqtxc5Phww+jsGfPQHTuXA0ajQ4//ngBUVErMWnSHiZvREQlwKSNzKZGLn5yex0/ub0ONcx76FymzsULc0YAzZtDpuYD62VVSIg3Vqzoio0beyI6ujLUah1++OE8oqJWYuLE3YiNTbV3iERETodJG5lNhA4J0ktIkF6CCJ1ZdQVRh0q3LgBHj0IQzatLzqdly8pYu7anUfL2448X0LLlKvTv/we2bLkGjYbXARGRKZi0EZHN5U/eOneuBkEAdu++jeHD/0Zk5C+YNesYb50SERWDSRsRlZqWLStjxYquOHJkEMaNC4efnyvi4zPxxRdH0bTpL3jmmd/x008XkJamgiAIRh9be/R4j/sQEdmDwy5jRURlV7Vqnpg5sz2+/LId1q69gsWLT2Pnzps4cOAODhy4g/fe24du3WqiX7+66N49BL6+rlCrtUhNzbJJPD4+SsjlUpPL2zIWIqKiMGkjIqsxdRRKEATI5VLMnHkIGRlqtGlTBeHh/jhzJhlnziQhISELGzbEYMOGGEgkAmrV8sabbzZDmzaVUbGie7Hti6JoVsz5YymOh4ccEydGQRAEs45DRFRSTNqIqMQUCgm0Wh38/IpPqPLLyFAjM1OfKEmlEoSHByA8PACJidm4dOk+YmJSkZSUgytXUjF69L8AgBYtKqJPnzro3j0EjRr5F5ooWjISlj8WIiJHxKSNLOImeltcN8vdB0o3XnpliVwuhVQqwaxZh5CeXnziExjohlGjmqGogbmAADcEBFRB69ZVkJKSgzt3spCSkouDB+Nx+PBdHD58F++9twceHnKEhHijZk1vhIR4w8tLwZEwIiqz+JuTzKaAG0Znrreorlrhhnn/24pJk6Kg/ngvoOLIRlli6mhVZqbc5DZ9fV0RGloBkyZFYeLE7Th9OgkxMam4eTMdGRlqnD6dhNOnkwAAPj4uqFrVAy4ucoSGeqNhQz8oFKY/q0ZE5MiYtBGR0/D0VCAsLABhYQHQaHSIj8/E9esPcP36A9y9m4XU1FykpuZi3LjtAAAXFynq1PFBaKjvf58KCA31RfXqnpBK+fI8ETkXJm1E5JRkMgmqVfNEtWqeiI6ugpwcDe7cyURycg6USjkOHIhHSkouzp5NxtmzyUZ1XVykqF1bn8w1bOiHli2r4MEDFSQS01+mICIqbUzayGxq5GKt27sAgH7ZnwNQmlxXps7FswsmAJu9IGv9IThVIFmLq6sMNWt6o1Ejf0yZ0hqJiem4di0NFy+m4PLlFFy8eB+XL6fiypUU5ORoce5cMs6dS8a6dTH52pAiMFCJypU9EBzsgSpVPCCX8xolIsfApI3MJkKHW9JThq/NIYg6VLt6ArgKCK0+AJM2shVBEFCzpv4lha5daxi2a7U63LiRjkuX9Inc+fP6ZO7ChWTk5Ghx40Y6btzQr84glQqoWtUTISHeCA31hbu76c/iERFZG5M2IipXpFKJIZnr0qUGBEGAv78HJk/ejRs30nH3biZu387AzZvpSE9XIy7uAeLiHmDHjpuoWtUTkZFByM3V2Ps0iKgcYtJGRAT9M3JBQUoEBSkRFhYAURSRnJyDa9fScPlyKu7cyTSMwgUHL8SgQfXwyiuNULGi6Y8HEBGVBJM2IqJC6Efg3ODv74bmzSsiNTUX58/rX2pISsrGnDknsGjRaQwaVA8fffQk3N15q5+IbIv/yhARmcDHxwVPPlkZb7wRgfXrn0FkZBBycrRYuvQcatdegjFjduDKlRR7h0lEZRiTNiIiM0gkAnr3roM//+yD9et7om3bKtBodFi16jJat16NUaO24+rVNAiCYPgQEVkDkzayiEx0hUx0taiuSu4KKPkcENlW/qSpuI858tZZ9ff3QO/eodi583kcOjQYvXrVgigCa9ZcwZNPrsLEiXuQlqaBv78HfHx4vRNRyfGZNjKbAm54M3OLRXXVCjfM/nQnl7Eim7F08XpTPbrOqiAASqUCTZsGICjIDbt23cLly6n44Ydz+PHHc2jePAirVvWCh4eUa6ESUYkwaSOiMsXai9cXJW+dVUEARFFAVpYa3t4u6NWrFu7cycS+ffGIi3uAw4cTUKfOEgweXA9vvBGO4GBPC8+MiMo7Jm1EVCbZYvF6U1Wq5I7+/evg9u0MHDp0F1evpuGHH87j118vYvDgehg3LgJVqnhY/bhEVLbxmTYymwYqrHV9D2td34MGKrPqyjQq9F06HujeHVJ1ro0iJHIMVap4YMiQ+ti9+zm0alUZKpUOy5adR2TkLxgx4m/s3n2Lt0yJyGRM2shsOmhxTXYI12SHoIPWrLqCTotaF/cDW7ZAIpq3BBaRs4qODsaGDb2wbl0PtGpVGVqtiM2br6F//81o1Wo1Fi06g9RU/ieGiB6PSRsRUSlp3boK1q/viV27BmDEiAZwd5cjJiYVkyfvR8OGP+KFF/7E6tWXkZiYbe9QicgBOXXSlpubi/fffx+RkZFo3bo1li5dau+QiIgKlX+KkQYN/PDll21w9uwQfPllNBo29INarcPff9/AmDE70LDhj2jffg2mTDmAHTtuIiuLb1kTkZO/iPDll1/i7Nmz+OGHHxAfH4933nkHlStXRpcuXewdGhERgMdPQeLvD0yaFIVJk6Jw/nwSVq26hI0bY3DqVCLOnUvGuXPJ+O6705DJJKhb1weNG/ujUSM/NG7sjwYN/ODj42KHMyIie3HapC0rKwu//fYbvv/+ezRs2BANGzbElStX8PPPPzNpIyKHYc4UJJ6ecpw8OQwXLyZi9+5b2LnzFnbtuoX4+EycP38f58/fx6pVD8v7+LigenVPVKvmherVPREc7InAQDcEBCgREOCGwEA3uLvLuSoDlRmiKEKtFqFSaZGTo/3vTw1UKh1UKi1yc7VGL/c87j0fmUwCuVwCqVSAXC5BhQqu8Pd3K4WzsJzTJm0XL16ERqNBRESEYVuzZs2wYMEC6HQ6SCROfeeXiMoYU6YgyRuVq1cvAPXqBWDkyAiIooibN9Nx8uQ9nDih/5w8eQ/Xrz9AamouUlNzcepUUpFturhI4ekph4eHAp6eCnh4yA3fe3jI4eIihUwmgUIh+e/Pgt/L5Q//PdXf4s37GoaEsODXhZU3L3kURRFeXm548CA737bCyxXcVli5ktS1/BhF1Te1nC3ORRAADw9XZGTkQBRtcwyNRgeVSge1Wp9QqVRaqNU65Obm/1NrSLj0SdfD5OvRT952W5FKBaxf3xNPPFHJZscoKadN2hITE+Hr6wuFQmHY5u/vj9zcXKSmpqJChQomtSORPD4Tf1TevznF1csr5+fnChcXabHt+vjoz6NCBVcoFNYtb+221RDhCf0EoX4VXM1qX64WAU99XV9fVwhq40tQqZTDxeXhLwhb9outyztSLADg5eW8sTt6vz963Vravr+/K6RSCZYsOVXoc2wVKijw1FPBeOqpYOTm6pCTo0HTpkG4cCEZN26k4fbtTCQn5yApKRuJidnIytIAAHJzdcjNzUFyck6x50fkqBQKaYG/Q1KpAJlM8t9HgFQq5Ps9LYGXlwsePMiB7r/JCvL26RNVEVqtCJ0O0OlEVKyoRMWK7rDGmE9huYI1BrwF0UknCdqwYQNmz56NHTt2GLbdvHkTHTt2xK5du1CxYkU7RkdERERkXU57D9HFxQUqlfHErnnfu7patpA5ERERkaNy2qQtKCgIKSkp0Gg0hm2JiYlwdXWFl5eXHSMjIiIisj6nTdrq168PmUyGkydPGrYdO3YMjRs35ksIREREVOY4bXbj5uaG3r17Y8qUKTh9+jT++ecfLF26FEOHDrV3aERERERW57QvIgBAdnY2pkyZgr///hseHh546aWXMHz4cHuHRURERGR1Tp20EREREZUXTnt7lIiIiKg8YdJGRERE5ASYtBERERE5ASZtJsrNzcX777+PyMhItG7dGkuXLrV3SE5t27ZtCA0NNfqMGzcOAHD+/HkMGDAAYWFh6NevH86ePWvnaJ2DSqVCjx49cOjQIcO2mzdvYvjw4QgPD0e3bt2wd+9eozr79+9Hjx49EBYWhqFDh+LmzZulHbZTKKxvP/nkkwLX8IoVKwz7//jjD3Ts2BFhYWEYPXo07t+/b4/QHVZCQgLGjRuHFi1aIDo6GtOnT0dubi4AXrcl9bi+5XVbctevX8dLL72EiIgItGvXDosXLzbss/m1K5JJpk6dKvbs2VM8e/as+Pfff4sRERHin3/+ae+wnNZ3330nvvrqq+K9e/cMn7S0NDEzM1Ns1aqV+Pnnn4sxMTHitGnTxCeffFLMzMy0d8gOLScnRxw9erRYt25d8eDBg6IoiqJOpxN79uwpTpgwQYyJiREXLFgghoWFibdv3xZFURRv374thoeHi0uWLBEvX74svvHGG2KPHj1EnU5nz1NxOIX1rSiK4vDhw8WFCxcaXcNZWVmiKIriqVOnxCZNmojr168XL1y4IL7wwgviyJEj7XUKDken04kDBw4UX375ZfHy5cvikSNHxE6dOomff/45r9sSelzfiiKv25LSarVi586dxQkTJojXrl0Td+7cKTZt2lT8/fffS+XaZdJmgszMTLFx48ZG/2DPmzdPfOGFF+wYlXObMGGCOGvWrALbf/vtN7FDhw6Gi1in04mdOnUS165dW9ohOo0rV66IvXr1Env27GmUWOzfv18MDw83SniHDRsmzpkzRxRFUfzmm2+MruGsrCwxIiLC6Dov74rqW1EUxejoaHHPnj2F1ps0aZL4zjvvGL6Pj48XQ0NDxRs3btg8ZmcQExMj1q1bV0xMTDRs27Rpk9i6dWtetyX0uL4VRV63JZWQkCC+8cYbYnp6umHb6NGjxf/973+lcu3y9qgJLl68CI1Gg4iICMO2Zs2a4dSpU9DpdHaMzHnFxsaiRo0aBbafOnUKzZo1gyAIAABBENC0aVOjlS/I2OHDhxEVFYVVq1YZbT916hQaNGgApVJp2NasWTNDX546dQqRkZGGfW5ubmjYsCH7Op+i+jYjIwMJCQmFXsNAwb6tVKkSKleujFOnTtkyXKcREBCAxYsXw9/f32h7RkYGr9sSelzf8rotucDAQHzzzTfw8PCAKIo4duwYjhw5ghYtWpTKtSuz1omUZYmJifD19YVCoTBs8/f3R25uLlJTU1GhQgU7Rud8RFHEtWvXsHfvXixcuBBarRZdunTBuHHjkJiYiNq1axuV9/Pzw5UrV+wUreMbNGhQodsTExMRGBhotM3Pzw937941aT8V3bexsbEQBAELFizA7t274ePjgxEjRqBPnz4AgHv37rFvH8PLywvR0dGG73U6HVasWIEnnniC120JPa5ved1aV4cOHRAfH4/27dvj6aefxmeffWbza5dJmwmys7ONEjYAhu9VKpU9QnJq8fHxhj795ptvcOvWLXzyySfIyckpsq/Zz+Yrri/Z15a7evUqBEFASEgIXnjhBRw5cgQffvghPDw80KlTJ+Tk5LBvzTBjxgycP38ea9aswfLly3ndWlH+vj137hyvWyuaM2cOkpKSMGXKFEyfPr1U/s1l0mYCFxeXAp2a972rq6s9QnJqVapUwaFDh+Dt7Q1BEFC/fn3odDpMmjQJLVq0KLSv2c/mc3FxQWpqqtG2/H1Z1HXt5eVVWiE6rd69e6N9+/bw8fEBANSrVw9xcXH49ddf0alTpyL71s3NzQ7ROrYZM2bghx9+wNdff426devyurWiR/u2Tp06vG6tqHHjxgD0s0tMnDgR/fr1Q3Z2tlEZa1+7fKbNBEFBQUhJSYFGozFsS0xMhKurK/+hsJCPj4/huTUAqFWrFnJzcxEQEICkpCSjsklJSQWGlKl4QUFBj+3LovYHBASUWozOShAEwy++PCEhIUhISADAvjXVtGnTsGzZMsyYMQNPP/00AF631lJY3/K6LbmkpCT8888/Rttq164NtVpd7O8va/QvkzYT1K9fHzKZzOhhwWPHjqFx48aQSNiF5tqzZw+ioqKM/kdy4cIF+Pj4oFmzZjhx4gTE/5bEFUURx48fR1hYmL3CdVphYWE4d+4ccnJyDNuOHTtm6MuwsDAcO3bMsC87Oxvnz59nX5tg9uzZGD58uNG2ixcvIiQkBEDBvr1z5w7u3LnDvs1n7ty5WLlyJb766it0797dsJ3XbckV1be8bkvu1q1bGDNmjCHRBYCzZ8+iQoUKaNasme2v3RK+/VpufPjhh2L37t3FU6dOidu2bRObNm0q/vXXX/YOyymlp6eL0dHR4vjx48XY2Fhx586dYuvWrcVFixaJ6enp4hNPPCFOmzZNvHLlijht2jSxVatWnKfNRPmnpdBoNGK3bt3EN998U7x8+bK4cOFCMTw83DBn0M2bN8XGjRuLCxcuNMwZ1LNnT853VYT8fXvq1CmxQYMG4uLFi8Xr16+LP//8s9ioUSPx+PHjoiiK4vHjx8WGDRuKq1evNsx39eqrr9ozfIcSExMj1q9fX/z666+N5gu7d+8er9sSelzf8rotOY1GI/bt21d88cUXxStXrog7d+4Un3zySXH58uWlcu0yaTNRVlaW+Pbbb4vh4eFi69atxWXLltk7JKd2+fJlcfjw4WJ4eLjYqlUr8dtvvzVcuKdOnRJ79+4tNm7cWOzfv7947tw5O0frPB6dSywuLk4cPHiw2KhRI7F79+7ivn37jMrv3LlT7Ny5s9ikSRNx2LBhnI/pMR7t223btok9e/YUGzduLHbp0qXAf+LWrl0rtm3bVgwPDxdHjx4t3r9/v7RDdlgLFy4U69atW+hHFHndlkRxfcvrtuTu3r0rjh49WmzatKnYqlUrcf78+YbfX7a+dgVR/O8+FBERERE5LD6QRUREROQEmLQREREROQEmbUREREROgEkbERERkRNg0kZERETkBJi0ERERETkBJm1EREREToBJGxEREZETYNJGRDZx8uQ97N9/26Syoijiu+9OmNx2jRqLsHz5WUtDK9TOnTcgCDMN3//+ewyCgxdAqfwGf/11zarHevR4cXFpEISZiItLs1qbhZkyZR/atVtZomMQkf0waSMim+jTZwMuX04xqezu3bcwevS/No7IPB99tA9PP10DFy6MQJs2wTY9VtWqnrhz53VUrepZonaefLIK7tx53UpREZGjkdk7ACIqm8xZIM8RV9NLS8tF69ZVUL26t82PJZVKULGie4nbUSikVmmHiBwTR9qIyOratVuJ69cfYMSIrRg+/E8AwIULyejSZQ28vOagSpUFmDp1P3Q6EXFxaWjffjUAQBBmYufOG1CptBg/fgeqVFkAufwr1KixCIsWnTLp2Nu330B4+A9wdf0aISHfY+HCh/Xy2s+zfPlZ1KixqEAbNWosQlzcA7z44l//fV3w9mX+W43Ll59Fq1a/oE+fDfD2noOffz5foM0HD3Lx/PN/wNNzNurWXYIjR+4a9j3afkpKDkaO/BtBQd/B23sOhgzZgpSUHADAhx/uhb//PMP327ffgFz+FY4du1vg9uj580lo3fpXKJXfoEOHVUhKyjaKac+eW4iM/Alubt+gcePlWLv2skl9TET2waSNiKxu3bpnEBzsiW++aY/ZszsgKSkL0dErUbmyBw4dGozvvuuIb789gdmzj6FqVU+sXdsLAHDnzut48skqmD79EDZvvoq1a3vh0qUXMWxYQ4wZ8y8SEjIfe1ytVocBA37HgAGhuHjxRUyb1gqjRv2D8+eTzIr/yJEXDPEfOfKCSXX2749Hw4b+OHhwMJ5+ukaB/a+9tg0XL/6/nbuNierK4zj+HWB4VHEGEWtXcS0yIKg8rErZVLMCda01kbWr7aJA1GoUTWqapolQae2LNm1NW7G1tWklbu3GujEKKkZsfShbigjMWnR43l1rBGkHUJcuFNB9QZwVGRQ3hd1Jfp9k3tz7v+fcc19MfjnnntvC6dNPk5Mzj23bzg3YVnLyQazWZg4fTqaw8PfYbHZH+M3KiiMgwJstW/5CR0c3a9ce54UXZhIbO65PG52d3SxceIDJk/0pL1/BU0+F8uGH5x3nm5raefLJA6SnR/Dtt2m8+OIs0tML+Oqry4Mar4gMPy2PisjPzmz2wd3dgL+/F/7+XmzfXo6vrwe7dj2Oh4cb4eEBNDb+k1deKWbTpl9hNnsDOJb2ZswIJCFhInFx4wHYvHk2W7cWU1PTSlDQwMt/16510tLSQVCQL5Mm+TNpkj/jx4/goYdGPND9Bwb6Ou4/MNCX9vb7bxAwGCAzczY+Pkan9/X559WcPLmMmJggALZsedTpe3znz3/P6dOXqa5eSWioGYBPP32C8PDdVFe3YLGY2bXrcZKS9tPc/CNGoxvZ2Y/2a+fEiX9gt3ewc2cifn6ehIUFcOrUdzQ3/wjAe+9VkJgYzIYNMQCEhJioqLjKO++U8dhjQ/sOn4j8dxTaRGTI2Wx2YmOD8PD4z+R+fPzDNDW109bW0a9+8eIpFBb+neefP0lVVQvl5c1A70zavZjNPqxbN4Nnnz3Oq68Ws2jRI6xcOQ2TyfvnHZATY8f6Og1sADU1LfT03CIqaqzj2MyZ45zW2mx2Ro/2cgQ2gLCwAEwmb2w2OxaLmblzJ5CSEk5u7gXOnHkaL6/+f+UXL9qZMsWEn59nnz6PHGlw9JOfX8+IEe86znd13SQ01PRgAxeRYaPlUREZct7e/UPF7QDW09N/E0JWVhHLlx/FaHQnNTWCb775w6D7ev/9JCor01mzZgYlJY3Mnr2XgoIGp7Xd3fcOgbcZDM6u7XvfzsZ4tzs3XHh6ujutGaidnp6bjmd18+YtKit/wN3dwJdfXnJaf3d/d/fZ3X2L5cunYrWmOn4XLqRz+HDyfcchIv8bCm0iMiTuDDoWi4mysqt0dfU4jhUXXyEw0Aez2RvDXanogw/+yo4dCbz++hyWLQujvb0LuP+O1KamdjIyThASMprMzDhKS1eQkDCRvLx6oDe03LjR5ahvaBjcd9Fuh50bN36649q2QV0LYLGYMRrd+mw+qKhoHqDWRFtbJ9XVLY5jFy/+wPXrP2Gx9M6Cbd9ezpUr7ezbt4jXXiuhqsrer53IyDHU1LRy7Vqn0z4tFhO1ta2EhJgcv0OH6ti71zbocYnI8FJoE5Eh4ednpKqqhZaWf5GSMpXOzh7Wri3EZrNz6FAd2dlfs25dFAaDAT+/3mXFsrImOjq6CQjwJj+/noaGNoqKLrNiRe9L+J2dPffqErPZmwMHatm06ST19W2cOfMdVmsz0dG9y5IzZ44jJ6ec2tpW8vLq2L17cB/oDQryY8KEkbz5ZikNDW3k5lY6lhkHY9QoL1JTI9i48QtKSho5deoSL7/8tdPasLAAFiz4JampRyktbeTs2UbS0gqYM+cXREYGcunSdV56qYi33prLkiWhLFw4mTVrCvvNqiUmBjNx4khWrTqGzWYnN7eSffuqHefXr4/i3LmrZGUVUVvbymef2di8uYjg4FGDHpeIDC+FNhEZEuvXR7FjRwWrVx9n5EhPjh1bQl1dG9HRe9iw4Queey6W7Ox4AKZNG0NSUjDx8X/i6NEGPvnkt1itzURE5JKefoylS0OZNWvcgLNTt3l6upOXtxir9XumT89l6dJ8Vq2axurV0wHIyZmH3d5BZGQub7xRytatvx7UWNzcDHz88XzOnm1i6tTd7N9fTWZm3AM9j5ycecTHP0xS0n7S0grYuDF6wNo9exYwefJoEhL2M3/+n4mIGMPBg4sByMg4QWxsEM88Ew7A22//hrKyJj766HyfNoxGd44c+R2trZ3ExPyRnTutZGREOc4HB/uTn59MQcHfiIzMJSuriG3b5pKSMvWBxiUiw8dw6//xq5YiIiIi0odm2kRERERcgEKbiIiIiAtQaBMRERFxAQptIiIiIi5AoU1ERETEBSi0iYiIiLgAhTYRERERF6DQJiIiIuICFNpEREREXIBCm4iIiIgLUGgTERERcQH/BishMH2Sp3vvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist('total sulfur dioxide')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "7161d0d5-44cb-4193-8b27-9ab4a9b6a244",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist('pH')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "f5d5db08-79a3-4ee6-b7bd-e576e8e4fc57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist('sulphates')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "fee17e75-f2e1-4f85-bd52-88afb27e0db9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist('alcohol')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "008b852f-f162-49f9-8d5e-3ef9f6f99274",
   "metadata": {},
   "source": [
    "### 4.2.1 Analysis Output <a id=4.2.1></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "089780cf-ea32-48ed-ac86-3fe9397a4a8f",
   "metadata": {},
   "source": [
    "* Based on above histogram charts we can understand that :\n",
    "  1. `pH` Variable has Normal distribution.\n",
    "  2. There are minor difference between mean and median for `volatile acidity` and `chlorides`. These variables are slightly right skewed.\n",
    "  3. Other variables are skewed to the right."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a0ccf48-bcb9-47c9-8cbf-58cd54d2d0b5",
   "metadata": {},
   "source": [
    "## 4.3 Correlation <a id=4.3></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "8b1491f2-9a09-4fa3-bab9-64f97f67cb89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(df.corr(numeric_only=True), annot=True, cmap=\"Spectral\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03a91220-5f50-41f2-a53c-b1f4737a48c1",
   "metadata": {},
   "source": [
    "### 4.3.1 Analysis Output <a id=4.3.1></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e50a5567-29ff-4cbc-9b3a-72da72bb5048",
   "metadata": {},
   "source": [
    "\r\n",
    "\r\n",
    "1. **Fixed Acidity (0.12)**:\r\n",
    "   - There is a weak positive correlation between fixed acidity and wine quality. This suggests that wines with higher fixed acidity may slightly tend to have higher quality.\r\n",
    "\r\n",
    "2. **Volatile Acidity (-0.39)**:\r\n",
    "   - There is a moderate negative correlation between volatile acidity and wine quality. Higher levels of volatile acidity are associated with lower quality wines.\r\n",
    "\r\n",
    "3. **Citric Acid (0.23)**:\r\n",
    "   - There is a moderate positive correlation between citric acid and wine quality. Wines with higher citric acid content tend to have slightly higher quality.\r\n",
    "\r\n",
    "4. **Residual Sugar (0.01)**:\r\n",
    "   - There is a very weak positive correlation between residual sugar and wine quality. The correlation coefficient is close to zero, indicating almost no relationship.\r\n",
    "\r\n",
    "5. **Chlorides (-0.13)**:\r\n",
    "   - There is a weak negative correlation between chlorides and wine quality. Higher chloride levels are associated with slightly lower quality wines.\r\n",
    "\r\n",
    "6. **Free Sulfur Dioxide (-0.05)**:\r\n",
    "   - There is a very weak negative correlation between free sulfur dioxide and wine quality. The correlation coefficient is close to zero, indicating almost no relationship.\r\n",
    "\r\n",
    "7. **Total Sulfur Dioxide (-0.19)**:\r\n",
    "   - There is a weak negative correlation between total sulfur dioxide and wine quality. Higher total sulfur dioxide levels are associated with slightly lower quality wines.\r\n",
    "\r\n",
    "8. **Density (-0.17)**:\r\n",
    "   - There is a weak negative correlation between density and wine quality. Higher density wines are associated with slightly lower quality.\r\n",
    "\r\n",
    "9. **pH (-0.06)**:\r\n",
    "   - There is a very weak negative correlation between pH and wine quality. The correlation coefficient is close to zero, indicating almost no relationship.\r\n",
    "\r\n",
    "10. **Sulphates (0.25)**:\r\n",
    "    - There is a moderate positive correlation between sulphates and wine quality. Wines with higher sulphate levels tend to have slightly higher quality.\r\n",
    "\r\n",
    "11. **Alcohol (0.48)**:\r\n",
    "    - There is a strong positive correlation between alcohol content and wine quality. Wines with higher alcohol c\n",
    "ions in wine production or selection."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ffd5765f-1533-4bb5-bb3b-fb3b00a79c13",
   "metadata": {},
   "source": [
    "# 5. Preparing For Modelling <a id=5></a>\n",
    "[Go To Project Content](#0)\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a16abe5-a413-4a82-92b8-904bae8a6a87",
   "metadata": {},
   "source": [
    "## 5.1 Target Variable Categorization <a id=5.1></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "c734a476-2e8c-419c-81d7-8cd0a70e9e49",
   "metadata": {},
   "outputs": [],
   "source": [
    "bins = (2, 6.5, 8)\n",
    "group_names = ['bad', 'good']\n",
    "df['quality'] = pd.cut(df['quality'], bins = bins, labels = group_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "6b269647-089a-4af9-96d4-9bf3a71b24a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9978</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>bad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.8</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.098</td>\n",
       "      <td>25.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.9968</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.68</td>\n",
       "      <td>9.8</td>\n",
       "      <td>bad</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
       "0            7.4              0.70          0.0             1.9      0.076   \n",
       "1            7.8              0.88          0.0             2.6      0.098   \n",
       "\n",
       "   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
       "0                 11.0                  34.0   0.9978  3.51       0.56   \n",
       "1                 25.0                  67.0   0.9968  3.20       0.68   \n",
       "\n",
       "   alcohol quality  \n",
       "0      9.4     bad  \n",
       "1      9.8     bad  "
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e54575c0-f327-4ef3-ae1b-38f310552345",
   "metadata": {},
   "source": [
    "## 5.2 Label Encoding <a id=5.2></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "a1058f61-1f2d-4c8c-92c4-22c3649bc643",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "encoder = LabelEncoder()\n",
    "df['quality'] = encoder.fit_transform(df['quality'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "e154f514-cd6e-4a4d-98ee-64ab38a85b09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>residual sugar</th>\n",
       "      <th>chlorides</th>\n",
       "      <th>free sulfur dioxide</th>\n",
       "      <th>total sulfur dioxide</th>\n",
       "      <th>density</th>\n",
       "      <th>pH</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "      <th>quality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.076</td>\n",
       "      <td>11.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.9978</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n",
       "0            7.4               0.7          0.0             1.9      0.076   \n",
       "\n",
       "   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n",
       "0                 11.0                  34.0   0.9978  3.51       0.56   \n",
       "\n",
       "   alcohol  quality  \n",
       "0      9.4        0  "
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d9e3e29-9ca8-407e-b3e3-97cef4e9f92e",
   "metadata": {},
   "source": [
    "# 6. Modelling <a id=6></a>\n",
    "[Go To Project Content](#0)\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "f797f2be-05a0-4ba1-b981-b7c0da427c78",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "from sklearn.model_selection import train_test_split, cross_val_score, GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "ebe9f42b-ab7c-4dfd-b5a7-1f6c4b1bcff4",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.drop('quality', axis = 1)\n",
    "y = df['quality']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 42)\n",
    "\n",
    "#Applying Standard scaling to get optimized result\n",
    "sc = StandardScaler()\n",
    "X_train = sc.fit_transform(X_train)\n",
    "X_test = sc.fit_transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7ac65e0-2081-430d-a28b-87fd600ec7b1",
   "metadata": {},
   "source": [
    "## 6.1 SVC <a id=6.1></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "6905a547-50e1-4b9b-be17-3d1d5cea8f29",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.svm import SVC\n",
    "\n",
    "svc_model = SVC()\n",
    "\n",
    "svc_model.fit(X_train, y_train)\n",
    "y_pred = svc_model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "fc7f2ab9-4375-4c39-bb2e-d776d598cfd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8905511811023622"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv_scores = cross_val_score(estimator=svc_model, X = X_train, y = y_train, cv=10)\n",
    "cv_scores.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "a706a858-304d-463e-bee1-5353f42d4154",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 23.52222222222222, 'Predicted Label')"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnf_matrix = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cnf_matrix, annot=True, cmap=\"YlGnBu\",fmt='d')\n",
    "plt.ylabel('Actual Label')\n",
    "plt.xlabel('Predicted Label')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "a17ebac5-ef36-482c-96e4-8fbadd9e98c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.88      0.98      0.93       273\n",
      "           1       0.71      0.26      0.38        47\n",
      "\n",
      "    accuracy                           0.88       320\n",
      "   macro avg       0.80      0.62      0.65       320\n",
      "weighted avg       0.86      0.88      0.85       320\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "706bec64-deac-4336-bc49-15745bbd7ee3",
   "metadata": {},
   "source": [
    "## 6.1.1 Hyperparameter Optimization for SVC<a id=6.1.1></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "040ac104-e3ae-4a3c-89b0-3e7c9bc0cd16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {\n",
       "  /* Definition of color scheme common for light and dark mode */\n",
       "  --sklearn-color-text: black;\n",
       "  --sklearn-color-line: gray;\n",
       "  /* Definition of color scheme for unfitted estimators */\n",
       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
       "  --sklearn-color-unfitted-level-3: chocolate;\n",
       "  /* Definition of color scheme for fitted estimators */\n",
       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
       "\n",
       "  /* Specific color for light theme */\n",
       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
       "  --sklearn-color-icon: #696969;\n",
       "\n",
       "  @media (prefers-color-scheme: dark) {\n",
       "    /* Redefinition of color scheme for dark theme */\n",
       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
       "    --sklearn-color-icon: #878787;\n",
       "  }\n",
       "}\n",
       "\n",
       "#sk-container-id-1 {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 pre {\n",
       "  padding: 0;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-hidden--visually {\n",
       "  border: 0;\n",
       "  clip: rect(1px 1px 1px 1px);\n",
       "  clip: rect(1px, 1px, 1px, 1px);\n",
       "  height: 1px;\n",
       "  margin: -1px;\n",
       "  overflow: hidden;\n",
       "  padding: 0;\n",
       "  position: absolute;\n",
       "  width: 1px;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-dashed-wrapped {\n",
       "  border: 1px dashed var(--sklearn-color-line);\n",
       "  margin: 0 0.4em 0.5em 0.4em;\n",
       "  box-sizing: border-box;\n",
       "  padding-bottom: 0.4em;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-container {\n",
       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
       "     so we also need the `!important` here to be able to override the\n",
       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
       "  display: inline-block !important;\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-text-repr-fallback {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       "div.sk-parallel-item,\n",
       "div.sk-serial,\n",
       "div.sk-item {\n",
       "  /* draw centered vertical line to link estimators */\n",
       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
       "  background-size: 2px 100%;\n",
       "  background-repeat: no-repeat;\n",
       "  background-position: center center;\n",
       "}\n",
       "\n",
       "/* Parallel-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item::after {\n",
       "  content: \"\";\n",
       "  width: 100%;\n",
       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
       "  flex-grow: 1;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel {\n",
       "  display: flex;\n",
       "  align-items: stretch;\n",
       "  justify-content: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  position: relative;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
       "  align-self: flex-end;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
       "  align-self: flex-start;\n",
       "  width: 50%;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
       "  width: 0;\n",
       "}\n",
       "\n",
       "/* Serial-specific style estimator block */\n",
       "\n",
       "#sk-container-id-1 div.sk-serial {\n",
       "  display: flex;\n",
       "  flex-direction: column;\n",
       "  align-items: center;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  padding-right: 1em;\n",
       "  padding-left: 1em;\n",
       "}\n",
       "\n",
       "\n",
       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
       "clickable and can be expanded/collapsed.\n",
       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
       "*/\n",
       "\n",
       "/* Pipeline and ColumnTransformer style (default) */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable {\n",
       "  /* Default theme specific background. It is overwritten whether we have a\n",
       "  specific estimator or a Pipeline/ColumnTransformer */\n",
       "  background-color: var(--sklearn-color-background);\n",
       "}\n",
       "\n",
       "/* Toggleable label */\n",
       "#sk-container-id-1 label.sk-toggleable__label {\n",
       "  cursor: pointer;\n",
       "  display: block;\n",
       "  width: 100%;\n",
       "  margin-bottom: 0;\n",
       "  padding: 0.5em;\n",
       "  box-sizing: border-box;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
       "  /* Arrow on the left of the label */\n",
       "  content: \"▸\";\n",
       "  float: left;\n",
       "  margin-right: 0.25em;\n",
       "  color: var(--sklearn-color-icon);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
       "  color: var(--sklearn-color-text);\n",
       "}\n",
       "\n",
       "/* Toggleable content - dropdown */\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content {\n",
       "  max-height: 0;\n",
       "  max-width: 0;\n",
       "  overflow: hidden;\n",
       "  text-align: left;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content pre {\n",
       "  margin: 0.2em;\n",
       "  border-radius: 0.25em;\n",
       "  color: var(--sklearn-color-text);\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
       "  /* Expand drop-down */\n",
       "  max-height: 200px;\n",
       "  max-width: 100%;\n",
       "  overflow: auto;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
       "  content: \"▾\";\n",
       "}\n",
       "\n",
       "/* Pipeline/ColumnTransformer-specific style */\n",
       "\n",
       "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator-specific style */\n",
       "\n",
       "/* Colorize estimator box */\n",
       "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  /* The background is the default theme color */\n",
       "  color: var(--sklearn-color-text-on-default-background);\n",
       "}\n",
       "\n",
       "/* On hover, darken the color of the background */\n",
       "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "/* Label box, darken color on hover, fitted */\n",
       "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
       "  color: var(--sklearn-color-text);\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Estimator label */\n",
       "\n",
       "#sk-container-id-1 div.sk-label label {\n",
       "  font-family: monospace;\n",
       "  font-weight: bold;\n",
       "  display: inline-block;\n",
       "  line-height: 1.2em;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-label-container {\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       "/* Estimator-specific */\n",
       "#sk-container-id-1 div.sk-estimator {\n",
       "  font-family: monospace;\n",
       "  border: 1px dotted var(--sklearn-color-border-box);\n",
       "  border-radius: 0.25em;\n",
       "  box-sizing: border-box;\n",
       "  margin-bottom: 0.5em;\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-0);\n",
       "}\n",
       "\n",
       "/* on hover */\n",
       "#sk-container-id-1 div.sk-estimator:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
       "}\n",
       "\n",
       "#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-2);\n",
       "}\n",
       "\n",
       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
       "\n",
       "/* Common style for \"i\" and \"?\" */\n",
       "\n",
       ".sk-estimator-doc-link,\n",
       "a:link.sk-estimator-doc-link,\n",
       "a:visited.sk-estimator-doc-link {\n",
       "  float: right;\n",
       "  font-size: smaller;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1em;\n",
       "  height: 1em;\n",
       "  width: 1em;\n",
       "  text-decoration: none !important;\n",
       "  margin-left: 1ex;\n",
       "  /* unfitted */\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted,\n",
       "a:link.sk-estimator-doc-link.fitted,\n",
       "a:visited.sk-estimator-doc-link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
       ".sk-estimator-doc-link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover,\n",
       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
       ".sk-estimator-doc-link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "/* Span, style for the box shown on hovering the info icon */\n",
       ".sk-estimator-doc-link span {\n",
       "  display: none;\n",
       "  z-index: 9999;\n",
       "  position: relative;\n",
       "  font-weight: normal;\n",
       "  right: .2ex;\n",
       "  padding: .5ex;\n",
       "  margin: .5ex;\n",
       "  width: min-content;\n",
       "  min-width: 20ex;\n",
       "  max-width: 50ex;\n",
       "  color: var(--sklearn-color-text);\n",
       "  box-shadow: 2pt 2pt 4pt #999;\n",
       "  /* unfitted */\n",
       "  background: var(--sklearn-color-unfitted-level-0);\n",
       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link.fitted span {\n",
       "  /* fitted */\n",
       "  background: var(--sklearn-color-fitted-level-0);\n",
       "  border: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "\n",
       ".sk-estimator-doc-link:hover span {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link {\n",
       "  float: right;\n",
       "  font-size: 1rem;\n",
       "  line-height: 1em;\n",
       "  font-family: monospace;\n",
       "  background-color: var(--sklearn-color-background);\n",
       "  border-radius: 1rem;\n",
       "  height: 1rem;\n",
       "  width: 1rem;\n",
       "  text-decoration: none;\n",
       "  /* unfitted */\n",
       "  color: var(--sklearn-color-unfitted-level-1);\n",
       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted {\n",
       "  /* fitted */\n",
       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
       "  color: var(--sklearn-color-fitted-level-1);\n",
       "}\n",
       "\n",
       "/* On hover */\n",
       "#sk-container-id-1 a.estimator_doc_link:hover {\n",
       "  /* unfitted */\n",
       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
       "  color: var(--sklearn-color-background);\n",
       "  text-decoration: none;\n",
       "}\n",
       "\n",
       "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
       "  /* fitted */\n",
       "  background-color: var(--sklearn-color-fitted-level-3);\n",
       "}\n",
       "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=10, estimator=SVC(),\n",
       "             param_grid={&#x27;C&#x27;: [0.1, 1, 10], &#x27;gamma&#x27;: [1, 0.1, 0.01],\n",
       "                         &#x27;kernel&#x27;: [&#x27;poly&#x27;, &#x27;rbf&#x27;]},\n",
       "             scoring=&#x27;accuracy&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;&nbsp;GridSearchCV<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.model_selection.GridSearchCV.html\">?<span>Documentation for GridSearchCV</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>GridSearchCV(cv=10, estimator=SVC(),\n",
       "             param_grid={&#x27;C&#x27;: [0.1, 1, 10], &#x27;gamma&#x27;: [1, 0.1, 0.01],\n",
       "                         &#x27;kernel&#x27;: [&#x27;poly&#x27;, &#x27;rbf&#x27;]},\n",
       "             scoring=&#x27;accuracy&#x27;)</pre></div> </div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">estimator: SVC</label><div class=\"sk-toggleable__content fitted\"><pre>SVC()</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\">&nbsp;SVC<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.svm.SVC.html\">?<span>Documentation for SVC</span></a></label><div class=\"sk-toggleable__content fitted\"><pre>SVC()</pre></div> </div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "GridSearchCV(cv=10, estimator=SVC(),\n",
       "             param_grid={'C': [0.1, 1, 10], 'gamma': [1, 0.1, 0.01],\n",
       "                         'kernel': ['poly', 'rbf']},\n",
       "             scoring='accuracy')"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc_model2 = SVC()\n",
    "\n",
    "param_grid = {'C': [0.1, 1, 10],\n",
    "              'gamma': [1, 0.1, 0.01],\n",
    "              'kernel': ['poly', 'rbf']} \n",
    "\n",
    "grid_svc = GridSearchCV(svc_model2, param_grid=param_grid, scoring='accuracy', cv=10)\n",
    "grid_svc.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "fa43b4a5-90b6-4621-9219-810729367102",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'C': 1, 'gamma': 1, 'kernel': 'rbf'}"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_svc.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "d23eb9e9-51e8-4c26-baef-a60f587dffab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9038385826771653"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "svc_tuned = SVC(C = 1, gamma = 1, kernel = \"rbf\")\n",
    "svc_tuned.fit(X_train, y_train)\n",
    "\n",
    "y_pred = svc_tuned.predict(X_test)\n",
    "\n",
    "cv_scores = cross_val_score(estimator = svc_tuned, X = X_train, y = y_train, cv=10)\n",
    "cv_scores.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "d250b7de-2592-478b-9cb1-3895b0fafed9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 23.52222222222222, 'Predicted Label')"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnf_matrix = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cnf_matrix, annot=True, cmap=\"YlGnBu\",fmt='d')\n",
    "plt.ylabel('Actual Label')\n",
    "plt.xlabel('Predicted Label')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "87e58fce-eb26-447f-ad1f-15f768743643",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.99      0.94       273\n",
      "           1       0.86      0.26      0.39        47\n",
      "\n",
      "    accuracy                           0.88       320\n",
      "   macro avg       0.87      0.62      0.66       320\n",
      "weighted avg       0.88      0.88      0.86       320\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac0dd0a4-b716-4bae-a8a7-38c3f99ec44c",
   "metadata": {},
   "source": [
    "## 6.2 RandomForest <a id=6.2></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "9d7e76e8-629b-4ba2-8b0f-e1c1a71326be",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "rf = RandomForestClassifier(n_estimators=200)\n",
    "rf.fit(X_train, y_train)\n",
    "# Prediction\n",
    "y_pred = rf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "490cd93d-ccff-4378-bcef-14438dde2886",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 23.52222222222222, 'Predicted Label')"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnf_matrix = confusion_matrix(y_test, y_pred)\n",
    "sns.heatmap(cnf_matrix, annot=True, cmap=\"YlGnBu\",fmt='d')\n",
    "plt.ylabel('Actual Label')\n",
    "plt.xlabel('Predicted Label')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "d3888e02-00ae-4511-b339-6b0c4ac73d5a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.91      0.95      0.93       273\n",
      "           1       0.61      0.43      0.50        47\n",
      "\n",
      "    accuracy                           0.88       320\n",
      "   macro avg       0.76      0.69      0.71       320\n",
      "weighted avg       0.86      0.88      0.87       320\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff64338c-3a17-4c01-9a83-4240a2911d45",
   "metadata": {},
   "source": [
    "## 6.2.1 Corss Validation Score for RandomForest <a id=6.2.1></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "1947c37d-156d-430d-b883-9bcc75b79a54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9116633858267716"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf_cv = cross_val_score(estimator = rf, X = X_train, y = y_train, cv = 10)\n",
    "rf_cv.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6ac58b0a-0886-48f1-af5d-eb1e560b95ed",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
